{"id":"W3034118847","doi":"10.1016/j.gie.2020.03.2492","title":"Mo1624 CLINICAL VALIDATION OF THE SIMPLE CLASSIFICATION FOR OPTICAL DIAGNOSIS OF DIMINUTIVE AND SMALL COLORECTAL POLYPS","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Colonoscopy; Histopathology; Endoscopy; Prospective cohort study; Adenomatous polyps; Diminutive; Internal medicine; Adenoma; Radiology; Colorectal Polyp; Gastroenterology; Colorectal cancer; Pathology; Cancer","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":[0.002804924,0.0007537737,0.0007300826,0.001951531,0.0007079196,0.001539705,0.000657795,0.001157503,0.004799335],"category_scores_gemma":[0.00610554,0.0004147101,0.0007084166,0.0007184634,0.000767529,0.0005332713,0.000899013,0.0004909596,0.002295678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503173,"about_ca_system_score_gemma":0.0003242682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527421,"about_ca_topic_score_gemma":0.002874476,"domain_scores_codex":[0.9984262,0.000375016,0.0001624412,0.0003690923,0.000486301,0.0001809789],"domain_scores_gemma":[0.997071,0.0007595098,0.0005272836,0.0003668291,0.0009833971,0.000291953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005916498,0.0002220849,0.8521733,0.0003669118,0.0004969334,0.0008872973,0.0002584186,0.0005384895,0.07829291,0.000288956,0.00266368,0.05789444],"study_design_scores_gemma":[0.0002317409,0.00175267,0.9520395,0.00009823914,0.0003906007,0.00419081,0.000261343,0.004263419,0.02306347,0.0003076916,0.01334342,0.00005705956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846299,0.002991348,0.002998854,0.0002375925,0.0002246578,0.0002334308,0.001458985,0.0001480853,0.007077151],"genre_scores_gemma":[0.9916585,0.0003003211,0.00348882,0.000113841,0.00007721887,0.0001404471,0.001727234,0.00004294472,0.002450734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004799335,"threshold_uncertainty_score":0.01605541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08050831729739737,"score_gpt":0.331165750639668,"score_spread":0.2506574333422706,"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."}}