{"id":"W4226429220","doi":"10.1097/sla.0000000000005051","title":"Dataset for Pathology Reporting of Colorectal Cancer","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"Indian Council for Cultural Relations","keywords":"Medicine; Colorectal cancer; Standardization; Multidisciplinary approach; Surgical pathology; MEDLINE; Molecular pathology; Pathology; Cancer; Medical physics; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0184885,0.0008341963,0.001390807,0.01134291,0.001429679,0.003216252,0.003748356,0.001575495,0.01611556],"category_scores_gemma":[0.08338314,0.0005815829,0.00176754,0.0121075,0.0007059116,0.0019441,0.005627794,0.002457324,0.008279714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004596481,"about_ca_system_score_gemma":0.01977789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01734857,"about_ca_topic_score_gemma":0.02010888,"domain_scores_codex":[0.9723642,0.00642,0.01138044,0.003079771,0.005547136,0.001208437],"domain_scores_gemma":[0.8651059,0.0293053,0.0304536,0.02525689,0.04417485,0.005703396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001436348,0.0001131726,0.05922582,0.01169696,0.0006805804,0.0004541285,0.0007656288,0.001821201,0.004686196,0.01024687,0.8049344,0.1039387],"study_design_scores_gemma":[0.0002878629,0.0001307859,0.07597059,0.002898919,0.0002764688,0.0004855271,0.0004292039,0.0007520443,0.002207482,0.002017373,0.9144257,0.0001181273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.006694097,0.00195883,0.0145708,0.003460576,0.0007229349,0.002638037,0.954322,0.001371548,0.01426121],"genre_scores_gemma":[0.01207,0.0007914878,0.02063237,0.000946171,0.0001612861,0.003701487,0.959695,0.0002590551,0.001743137],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0184885,"threshold_uncertainty_score":0.09777766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4122957682452961,"score_gpt":0.4576411437246289,"score_spread":0.04534537547933282,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}