{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003741083,0.00006581217,0.0001431048,0.00006080314,0.00001989675,0.00001319237,0.00003485602,0.00003748824,0.0006328722],"category_scores_gemma":[0.0002716818,0.0000469737,0.00005832912,0.00008645226,0.00001029214,0.00004203076,0.00001726093,0.00004352723,0.0002303946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009290538,"about_ca_system_score_gemma":0.00005769192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000152097,"about_ca_topic_score_gemma":0.0000134044,"domain_scores_codex":[0.9993112,0.00001431394,0.0001237596,0.0001479981,0.0002690208,0.0001336775],"domain_scores_gemma":[0.9996036,0.00006089822,0.00004410015,0.0001561209,0.0000930981,0.00004221048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007319667,0.0005047887,0.06531119,0.001387105,0.0005164084,0.00003117008,0.000700215,0.0003123168,0.01524663,0.02240283,0.05815213,0.8281155],"study_design_scores_gemma":[0.01757078,0.002850865,0.8087002,0.0002389228,0.001934817,0.00004052223,0.0003293026,0.04033538,0.002514997,0.000867748,0.124231,0.0003854521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798962,0.00009304379,0.003914373,0.005129407,0.0007645786,0.002239751,0.000003077005,0.0000802046,0.007879303],"genre_scores_gemma":[0.9804963,0.00001018928,0.003160438,0.0007695359,0.0002138991,0.00009222727,0.00003747406,0.00001032416,0.01520955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8277301,"threshold_uncertainty_score":0.6929507,"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."}}