{"id":"W3106973120","doi":"10.1093/jcag/gwz016","title":"OUP accepted manuscript","year":2019,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Colonoscopy; CLARITY; Bowel preparation; Medicine; Qualitative research; Quality (philosophy); Health professionals; Psychology; Health care; Medical education; Colorectal cancer; Internal medicine","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":[0.0004705148,0.00005452242,0.0002416173,0.0001896279,0.00003566241,0.00000744724,0.0001099524,0.00008701505,0.0002694882],"category_scores_gemma":[0.0002035171,0.00004082094,0.0001748739,0.0001019888,0.00001596354,0.00004800595,0.00001259658,0.000270478,0.000008944836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086987,"about_ca_system_score_gemma":0.0002771224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002933023,"about_ca_topic_score_gemma":0.1217301,"domain_scores_codex":[0.9991412,0.0001041413,0.0002878671,0.00005539444,0.0002352163,0.0001762123],"domain_scores_gemma":[0.9987794,0.0000250662,0.0006414707,0.0001083371,0.0003156756,0.000130065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00174195,0.00001464973,0.9863893,0.000008874108,0.0001356864,0.000003457167,0.0000665935,0.00004303421,0.001027867,0.000008636763,0.01023359,0.0003263521],"study_design_scores_gemma":[0.001932406,0.003652572,0.9846889,0.00004365844,0.00009192638,0.000194449,0.00005138488,0.00007338435,0.0004403614,0.00003398813,0.008772034,0.00002492322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855171,0.00001111206,0.00001847514,0.01131104,0.001272268,0.00009511932,0.000006659492,0.000002985993,0.001765222],"genre_scores_gemma":[0.9963599,0.000003793431,0.00009471808,0.001656002,0.000132927,5.724687e-7,0.000001023678,0.000006066196,0.001745032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.118797,"threshold_uncertainty_score":0.8942961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009703573658771308,"score_gpt":0.2268222265165604,"score_spread":0.2171186528577891,"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."}}