{"id":"W4405073758","doi":"10.46747/cfp.701112e197","title":"Management of nonurgent common gastroenterology referrals using primary care clinical pathways","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Saskatchewan; Alberta Health; University of Calgary","funders":"","keywords":"Primary care; Medicine; Internal medicine; Family medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001340197,0.0003421879,0.0005532159,0.001523966,0.0008086159,0.001575803,0.0007675762,0.0008742965,0.001745754],"category_scores_gemma":[0.01023535,0.0003318157,0.0005979768,0.002644819,0.0005252756,0.0008736298,0.001072235,0.0007728246,0.0002158833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00302979,"about_ca_system_score_gemma":0.003143909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01914436,"about_ca_topic_score_gemma":0.0348225,"domain_scores_codex":[0.9956123,0.001333922,0.0005520362,0.0006448543,0.001107483,0.000749488],"domain_scores_gemma":[0.9873257,0.001142269,0.009511634,0.0001754668,0.0007102251,0.001134736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005419912,0.0001012157,0.9973834,0.00004569555,0.00005295037,0.0002885449,0.00008781786,0.00008061211,0.00006484559,0.00002754834,0.0002565742,0.001556518],"study_design_scores_gemma":[0.00002960031,0.0002396543,0.9975074,0.00008288337,0.00003373598,0.001034922,0.0004587859,0.000307476,0.00003968627,0.00003482617,0.0002246706,0.000006552448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975134,0.0006662387,0.00005767011,0.0003385823,0.00001144661,0.00005579875,0.0007280861,0.000006334327,0.0006223753],"genre_scores_gemma":[0.9987953,0.0003129513,0.0001533265,0.0001175962,0.00003026035,0.00002387583,0.0005041887,0.000001608544,0.00006099221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01914436,"threshold_uncertainty_score":0.03806585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06792080308796392,"score_gpt":0.31626440123175,"score_spread":0.2483435981437861,"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."}}