{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000574963,0.00008830357,0.0007095955,0.00006618154,0.00001804058,0.000001952695,0.00002713704,0.00006694016,0.0002454961],"category_scores_gemma":[0.002418236,0.00007795036,0.0002606972,0.0002089687,0.00007137937,0.0000397565,0.00004073058,0.00005192106,0.00000127532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001353517,"about_ca_system_score_gemma":0.0003617834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008687424,"about_ca_topic_score_gemma":0.00002573231,"domain_scores_codex":[0.9984745,0.00003380747,0.0009189736,0.0002159815,0.0001566314,0.0002001403],"domain_scores_gemma":[0.9978123,0.0006519711,0.0008292635,0.0001987005,0.0004341364,0.00007360517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001789995,0.0006089256,0.8509332,0.0007015577,0.0005019765,0.001643362,0.00009096612,0.000005812335,0.03622878,0.00003573693,0.06738076,0.04007896],"study_design_scores_gemma":[0.0004881723,0.0001797801,0.4078506,0.0002601699,0.0001045692,0.0001921667,0.00004847494,0.00001621337,0.5725309,0.000151965,0.01807441,0.0001025538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934291,0.00210114,0.000007907877,0.001283223,0.0002407755,0.0001537468,0.00247337,0.000007922235,0.0003028398],"genre_scores_gemma":[0.9967857,0.0006372325,0.0002830342,0.0004232331,0.00005973548,0.00007337899,0.001629375,0.00001323289,0.00009510011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5363021,"threshold_uncertainty_score":0.3178723,"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."}}