{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007390424,0.0001376384,0.0001264059,0.0009134588,0.001216869,0.0007211366,0.0005522494,0.0004061251,0.002504695],"category_scores_gemma":[0.005589069,0.0001614625,0.0001943043,0.001226071,0.0004243748,0.0003325453,0.0003757646,0.0003478926,0.0001668539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008144677,"about_ca_system_score_gemma":0.01255135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9351928,"about_ca_topic_score_gemma":0.9489682,"domain_scores_codex":[0.999092,0.00008063654,0.00004383396,0.00009335287,0.0004564811,0.000233656],"domain_scores_gemma":[0.9966798,0.0004640632,0.0007648121,0.00005104493,0.001082093,0.0009583416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003239545,0.00003568128,0.986734,0.00004122174,0.00001402609,0.0001176907,0.002869365,0.00008625213,0.0001154709,0.00004238154,0.001314533,0.008596914],"study_design_scores_gemma":[0.000003033289,0.0000297305,0.9957585,0.00003804696,0.000005177533,0.0001296628,0.002896372,0.0001839234,0.00003897267,0.000009687843,0.000901112,0.00000589698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946672,0.0005345149,0.0000687107,0.0006311169,0.000008065384,0.00001749894,0.0006350987,0.000007318811,0.003430474],"genre_scores_gemma":[0.9986035,0.0003948071,0.000146844,0.0000893768,0.000002878325,0.000006416879,0.0002672365,0.000001717186,0.000487283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9351928,"threshold_uncertainty_score":0.1303778,"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."}}