{"id":"W2994074709","doi":"10.1007/s00464-019-07304-w","title":"Effect of an educational intervention on colonoscopy quality outcomes","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Colonoscopy; Subgroup analysis; Withdrawal time; Logistic regression; Internal medicine; Univariate analysis; Referral; Multivariate analysis; Retrospective cohort study; Cohort; Colorectal cancer; Family medicine; Cancer; Confidence interval","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005386327,0.0001097798,0.0003531017,0.00008251847,0.00002388826,0.000007516624,0.00005050171,0.00007519337,0.000981663],"category_scores_gemma":[0.0001561525,0.00008158459,0.0001919571,0.0001289783,0.00003565957,0.00005867508,0.00001528091,0.0001556252,0.0001156722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007858152,"about_ca_system_score_gemma":0.00003597484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002414524,"about_ca_topic_score_gemma":0.00001113905,"domain_scores_codex":[0.9988824,0.0002337296,0.0002549728,0.0002236165,0.0002794169,0.0001258231],"domain_scores_gemma":[0.9989465,0.0005814588,0.00009894735,0.0002263488,0.00004977794,0.00009697131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2183903,0.001717712,0.7157066,0.0009830612,0.00022594,0.000016404,0.0001662963,0.00006706759,0.005252421,0.003306648,0.0001176059,0.05404999],"study_design_scores_gemma":[0.03481421,0.1017329,0.557294,0.0004101348,0.0001206664,0.00004568684,0.00004910108,0.0005729553,0.3016835,0.0002688271,0.002706451,0.0003014902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924592,0.00004363703,0.0000125099,0.0002396824,0.0005690269,0.0003408567,0.000007102863,0.00004614611,0.006281783],"genre_scores_gemma":[0.9985598,0.000002393039,0.0001020715,0.00004816707,0.00008834898,0.00003319975,0.00004256001,0.00001000513,0.001113498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2964311,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407027564250152,"score_gpt":0.3844182559555834,"score_spread":0.3703479803130819,"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."}}