{"id":"W4313489316","doi":"10.20524/aog.2023.0757","title":"Comparative performance and external validation of three different scores in predicting inadequate bowel preparation among Greek inpatients undergoing colonoscopy.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Colonoscopy; Akaike information criterion; Bowel preparation; Receiver operating characteristic; Internal medicine; Area under the curve; Cohort; Gastroenterology; Colorectal cancer; Statistics","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":[0.01793281,0.001923715,0.001119514,0.003333512,0.0003837985,0.001854676,0.0009157324,0.001422192,0.0007463262],"category_scores_gemma":[0.03568465,0.0004170784,0.002043519,0.001565184,0.0008681117,0.0007776042,0.001913889,0.001103154,0.0004895152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009404374,"about_ca_system_score_gemma":0.001514979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904542,"about_ca_topic_score_gemma":0.001580814,"domain_scores_codex":[0.9928522,0.003969533,0.0005757955,0.0009504388,0.001310079,0.0003419414],"domain_scores_gemma":[0.9770051,0.0138075,0.003833722,0.001446693,0.00282838,0.001078533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004038158,0.00060996,0.9487973,0.0001791674,0.001369769,0.00008794257,0.0003006266,0.009777032,0.001029524,0.0001489012,0.0007728087,0.03288881],"study_design_scores_gemma":[0.0006892317,0.006689141,0.8230562,0.0002176961,0.001191207,0.0006038856,0.0005342673,0.1613791,0.003082826,0.0008994052,0.00154994,0.0001069745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922765,0.0008431976,0.004245729,0.0001420167,0.00005639721,0.0001825121,0.001020022,0.0001223869,0.001111349],"genre_scores_gemma":[0.9950831,0.0001659346,0.002942592,0.0000343467,0.00001992011,0.00008152825,0.001544882,0.00001620587,0.0001115081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01793281,"threshold_uncertainty_score":0.09483886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0338050846541191,"score_gpt":0.261171811342005,"score_spread":0.2273667266878859,"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."}}