{"id":"W4280649145","doi":"10.3748/wjg.v28.i19.2137","title":"Non-optical polyp-based resect and discard strategy: A prospective clinical study","year":2022,"lang":"en","type":"article","venue":"World Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Confidence interval; Polypectomy; Colonoscopy; Prospective cohort study; Histopathology; Endoscopy; Second opinion; Colorectal Polyp; Radiology; Internal medicine; Pathology; Colorectal cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108201,0.0001162985,0.0005103156,0.0003115021,0.000120591,0.00001503551,0.00009025396,0.00002483682,0.00008033558],"category_scores_gemma":[0.00006811474,0.00009599645,0.0001525687,0.0002136655,0.0001261892,0.00004176556,0.00009406407,0.001014888,7.227179e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012812,"about_ca_system_score_gemma":0.0001339175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001973837,"about_ca_topic_score_gemma":0.0004126208,"domain_scores_codex":[0.9983702,0.000292502,0.0005523905,0.0002170409,0.0003299293,0.0002379832],"domain_scores_gemma":[0.999226,0.00009304514,0.0002528473,0.0001374195,0.0001136659,0.0001769676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09205353,0.0007830735,0.9042616,0.000006115435,0.0001819841,0.0004203639,0.00009356095,0.00008896134,0.000117948,0.0000037605,0.0004821618,0.001506923],"study_design_scores_gemma":[0.007761497,0.1451753,0.8442371,0.00001631749,0.0001891932,0.001353316,0.0006098212,0.0003155096,0.00003265255,0.00002834924,0.0002383062,0.00004267734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972129,0.00007270651,0.0005090771,0.001167123,0.0004252719,0.0003060934,0.00000374407,0.00001292838,0.000290161],"genre_scores_gemma":[0.9986635,0.000002788968,0.0002846954,0.0005748692,0.0003379141,0.00002121524,9.085129e-7,0.00001392812,0.0001002229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1443922,"threshold_uncertainty_score":0.4409239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517623807630228,"score_gpt":0.3308601385433446,"score_spread":0.3056839004670423,"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."}}