{"id":"W2941003043","doi":"10.1136/gutjnl-2019-318616","title":"IIc or not IIc: a question for meticulous optical evaluation","year":2019,"lang":"en","type":"article","venue":"Gut","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Narrow-band imaging; Lesion; White light; Radiology; Nuclear medicine; Endoscopy; Surgery; General surgery; Optics","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":[0.004793575,0.0006621397,0.001317273,0.001851168,0.002288917,0.002011508,0.001502684,0.007407486,0.003496218],"category_scores_gemma":[0.02654451,0.0003739482,0.0008084236,0.0009402766,0.002784635,0.006165809,0.001356037,0.008757281,0.001753416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607555,"about_ca_system_score_gemma":0.001900798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002998541,"about_ca_topic_score_gemma":0.003936613,"domain_scores_codex":[0.9978859,0.0007036322,0.0004362253,0.0002000758,0.0004711532,0.0003030383],"domain_scores_gemma":[0.990984,0.004496885,0.0009235227,0.0003220011,0.001967103,0.001306475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005078479,0.0003523931,0.1292451,0.001876596,0.0002203527,0.2017122,0.00627891,0.0005588763,0.005920867,0.01597807,0.3359987,0.3013502],"study_design_scores_gemma":[0.000135635,0.0002270635,0.03707682,0.007868032,0.0002035806,0.6029329,0.03412214,0.001917168,0.001012114,0.06465847,0.249489,0.0003570319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05397105,0.09731911,0.00817418,0.8160877,0.009771594,0.0002146779,0.000212688,0.0001489521,0.0141],"genre_scores_gemma":[0.6234661,0.07517128,0.0239349,0.221281,0.05016425,0.0002268068,0.0005429611,0.0002462876,0.004966432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007407486,"threshold_uncertainty_score":0.02535111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05255690967289624,"score_gpt":0.3726031136563954,"score_spread":0.3200462039834991,"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."}}