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feat: add ReviewClassify and ReviewMap nodes
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@ -22,7 +22,9 @@ class ResearchExtension(ComfyExtension):
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from custom_nodes.research.review_atomize import ReviewAtomize
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from custom_nodes.research.review_atomize import ReviewAtomize
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from custom_nodes.research.review_classify import ReviewClassify
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from custom_nodes.research.review_classify import ReviewClassify
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from custom_nodes.research.review_map import ReviewMap
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from custom_nodes.research.review_map import ReviewMap
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return [PaperSearch, PaperClaimExtract, ClaimEvidenceAssemble, StyleProfileExtract, ReferencePaperSelect, SectionPlan, AbstractDraft, IntroductionDraft, MethodsDraft, ConsistencyCheck, ExportManuscript, ReviewImport, ReviewAtomize, ReviewClassify, ReviewMap]
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from custom_nodes.research.evidence_gap_detect import EvidenceGapDetect
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from custom_nodes.research.action_route import ActionRoute
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return [PaperSearch, PaperClaimExtract, ClaimEvidenceAssemble, StyleProfileExtract, ReferencePaperSelect, SectionPlan, AbstractDraft, IntroductionDraft, MethodsDraft, ConsistencyCheck, ExportManuscript, ReviewImport, ReviewAtomize, ReviewClassify, ReviewMap, EvidenceGapDetect, ActionRoute]
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async def comfy_entrypoint() -> ComfyExtension:
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async def comfy_entrypoint() -> ComfyExtension:
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99
custom_nodes/research/review_classify.py
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99
custom_nodes/research/review_classify.py
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@ -0,0 +1,99 @@
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# custom_nodes/research/review_classify.py
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"""ReviewClassify node - classify review items by type and severity."""
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import json
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from typing_extensions import override
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from comfy_api.latest import ComfyNode, io
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class ReviewClassify(io.ComfyNode):
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"""Classify review items by type and severity."""
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@classmethod
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def define_schema(cls) -> io.Schema:
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return io.Schema(
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node_id="ReviewClassify",
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display_name="Classify Review Items",
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category="Research",
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inputs=[
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io.String.Input(
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"review_items",
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display_name="Review Items (JSON)",
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default="{}",
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multiline=True,
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),
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],
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outputs=[
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io.String.Output(display_name="Classified Items (JSON)"),
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],
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)
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@classmethod
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def execute(cls, review_items: str) -> io.NodeOutput:
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try:
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data = json.loads(review_items) if review_items else {}
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items = data.get("items", [])
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except json.JSONDecodeError:
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items = []
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# Define categories
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categories = {
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"methodology": {"icon": "🔬", "color": "#388bfd"},
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"clarity": {"icon": "📝", "color": "#d29922"},
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"error": {"icon": "❌", "color": "#f85149"},
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"missing_info": {"icon": "📋", "color": "#a371f7"},
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"major_concern": {"icon": "⚠️", "color": "#f85149"},
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"suggestion": {"icon": "💡", "color": "#2ea043"},
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"reference": {"icon": "📚", "color": "#58a6ff"},
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"general": {"icon": "💬", "color": "#8b949e"},
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}
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# Classify each item
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classified = []
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for item in items:
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item_type = item.get("type", "general")
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severity = item.get("severity", 1)
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# Determine action category
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if severity >= 3:
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action = "needs_revision"
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elif severity == 2:
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action = "needs_response"
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else:
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action = "consider"
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# Map to manuscript section
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section_map = {
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"methodology": "Methods",
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"error": "Methods",
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"clarity": "Writing",
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"missing_info": "Introduction",
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"reference": "Related Work",
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}
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classified_item = {
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**item,
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"category": item_type,
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"action": action,
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"target_section": section_map.get(item_type, "General"),
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"icon": categories.get(item_type, categories["general"])["icon"],
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"color": categories.get(item_type, categories["general"])["color"],
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"priority": "high" if severity >= 3 else "medium" if severity == 2 else "low",
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}
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classified.append(classified_item)
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result = {
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"total_items": len(classified),
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"by_severity": {
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"high": len([i for i in classified if i["priority"] == "high"]),
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"medium": len([i for i in classified if i["priority"] == "medium"]),
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"low": len([i for i in classified if i["priority"] == "low"]),
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},
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"by_action": {
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"needs_revision": len([i for i in classified if i["action"] == "needs_revision"]),
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"needs_response": len([i for i in classified if i["action"] == "needs_response"]),
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"consider": len([i for i in classified if i["action"] == "consider"]),
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},
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"items": classified,
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}
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return io.NodeOutput(classified_items=json.dumps(result, indent=2))
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99
custom_nodes/research/review_map.py
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99
custom_nodes/research/review_map.py
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@ -0,0 +1,99 @@
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# custom_nodes/research/review_map.py
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"""ReviewMap node - map review items to manuscript sections/claims."""
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import json
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from typing_extensions import override
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from comfy_api.latest import ComfyNode, io
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class ReviewMap(io.ComfyNode):
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"""Map review items to claims, sections, and figures in the manuscript."""
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@classmethod
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def define_schema(cls) -> io.Schema:
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return io.Schema(
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node_id="ReviewMap",
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display_name="Map to Manuscript",
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category="Research",
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inputs=[
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io.String.Input(
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"classified_items",
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display_name="Classified Items (JSON)",
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default="{}",
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multiline=True,
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),
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io.String.Input(
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"manuscript_sections",
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display_name="Manuscript Sections (JSON)",
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default="[]",
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multiline=True,
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),
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io.String.Input(
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"claims",
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display_name="Claims (JSON)",
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default="[]",
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multiline=True,
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),
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],
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outputs=[
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io.String.Output(display_name="Item Mappings (JSON)"),
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],
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)
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@classmethod
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def execute(cls, classified_items: str, manuscript_sections: str, claims: str) -> io.NodeOutput:
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try:
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data = json.loads(classified_items) if classified_items else {}
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items = data.get("items", [])
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except json.JSONDecodeError:
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items = []
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try:
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sections = json.loads(manuscript_sections) if manuscript_sections else []
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except json.JSONDecodeError:
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sections = []
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try:
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claims_list = json.loads(claims) if claims else []
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except json.JSONDecodeError:
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claims_list = []
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mappings = []
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for item in items:
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item_text = item.get("text", "").lower()
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item_type = item.get("type", "general")
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# Find related claims
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related_claims = []
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for claim in claims_list:
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claim_text = claim.get("text", "").lower()
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# Simple keyword overlap
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item_words = set(item_text.split())
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claim_words = set(claim_text.split())
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overlap = item_words & claim_words
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if len(overlap) >= 3:
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related_claims.append(claim.get("text", "")[:100])
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# Find target section
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target_section = item.get("target_section", "General")
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mapping = {
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"item_id": item.get("id"),
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"item_text": item.get("text", ""),
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"severity": item.get("severity"),
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"target_section": target_section,
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"related_claims": related_claims[:3],
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"requires_citation": "citation" in item_text or "cite" in item_text,
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"requires_experiment": any(w in item_text for w in ["experiment", "ablation", "baseline", "comparison"]),
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"response_strategy": item.get("action", "consider"),
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}
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mappings.append(mapping)
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result = {
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"total_mappings": len(mappings),
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"requires_revision": len([m for m in mappings if m["requires_experiment"]]),
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"requires_citation": len([m for m in mappings if m["requires_citation"]]),
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"mappings": mappings,
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}
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return io.NodeOutput(item_mappings=json.dumps(result, indent=2))
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