{"id":"W3016657292","doi":"10.1007/s11938-020-00281-3","title":"Diagnosis and Treatment of Diminutive Polyps in the Colon","year":2020,"lang":"en","type":"article","venue":"Current Treatment Options in Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Diminutive; Medicine; Colonoscopy; Polypectomy; Adenoma; Colorectal cancer; Internal medicine; Colorectal Polyp; General surgery; Hyperplastic Polyp; Guideline; Gastroenterology; Cancer; Pathology","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":[0.00003949468,0.0001296811,0.0002801355,0.0001237866,0.00002751,0.000004632139,0.00003396748,0.00003612074,0.00001505437],"category_scores_gemma":[0.00001899828,0.00008644822,0.00006908814,0.0001728257,0.00009083773,0.00002594765,0.00001359525,0.00006992044,0.000001963754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233312,"about_ca_system_score_gemma":0.00002167647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138511,"about_ca_topic_score_gemma":0.0006938506,"domain_scores_codex":[0.9992063,0.0001147795,0.0002098467,0.0002262726,0.00007032172,0.0001725045],"domain_scores_gemma":[0.9996814,0.00007661156,0.00005453775,0.0001153488,0.00001594319,0.00005621962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005523144,0.001741494,0.9429388,0.00001710933,0.0000530399,0.00002395606,0.003338971,0.00004931921,0.000054043,0.00006150417,0.0000310741,0.04616753],"study_design_scores_gemma":[0.007268555,0.05123316,0.9375577,0.00006313153,0.0001689381,0.000057014,0.0008209414,0.0006130679,0.0002657704,0.00002389664,0.001874056,0.00005376794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940107,0.001659107,0.00005416693,0.003467325,0.00009604038,0.0006166831,0.00002858431,0.00001420547,0.00005320731],"genre_scores_gemma":[0.9955208,0.003564371,0.0001187047,0.000101088,0.00005750875,0.0005980531,0.00003043497,0.000005561678,0.000003536455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04949167,"threshold_uncertainty_score":0.3525256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07601655537380629,"score_gpt":0.3281282896550289,"score_spread":0.2521117342812226,"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."}}