{"id":"W2789828475","doi":"10.22454/fammed.2018.877757","title":"Skills, Practice Patterns, and Knowledge of Canadian Family Physician Endoscopists","year":2018,"lang":"en","type":"article","venue":"Family Medicine","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Endoscopy; Continuing medical education; Sigmoidoscopy; Colorectal cancer; Family medicine; Colonoscopy; Continuing education; General surgery; Surgery; Internal medicine; Medical education; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003137486,0.0001638159,0.00037103,0.0005128692,0.00009184636,0.000004850139,0.00006710475,0.00009268397,0.00001915515],"category_scores_gemma":[0.000320331,0.0001347041,0.0000339433,0.000640032,0.0002193207,0.00008324286,0.0000283196,0.0001967685,0.00002848322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074826,"about_ca_system_score_gemma":0.0003073561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1333469,"about_ca_topic_score_gemma":0.02445189,"domain_scores_codex":[0.9988906,0.00006017019,0.0002696044,0.0002835699,0.0002187801,0.0002773175],"domain_scores_gemma":[0.9987519,0.0001459093,0.0001114117,0.0002575658,0.000378857,0.0003543413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006827589,0.0009265593,0.02814055,0.001561623,0.0008038377,0.0002802562,0.0186056,9.17177e-7,0.1533968,0.0009770259,0.1426428,0.6458365],"study_design_scores_gemma":[0.004655132,0.01233891,0.5476857,0.001852354,0.0004063162,0.00009910265,0.00454473,0.0002516677,0.006323716,0.00005288635,0.4214984,0.0002910521],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8431292,0.004968757,0.0001764879,0.001701566,0.0009307124,0.0003254843,0.00001728097,0.00006251247,0.148688],"genre_scores_gemma":[0.9899455,0.0005832422,0.0002677052,0.007225117,0.001414178,0.00001233202,0.00002034514,0.0000236155,0.0005079734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6455455,"threshold_uncertainty_score":0.9933493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719573042635826,"score_gpt":0.3120210472458809,"score_spread":0.2848253168195227,"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."}}