{"id":"W2417802210","doi":"10.1503/cjs.015215","title":"GPs with enhanced surgical skills: a questionable solution for remote surgical services","year":2015,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Outreach; Curriculum; Service (business); Quality (philosophy); Global Positioning System; Population; Surgical procedures; Medical education; Surgery; Marketing; Telecommunications","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":[0.003427111,0.0004587491,0.0005574267,0.0004552399,0.008278407,0.002870801,0.002278267,0.03003182,0.01019876],"category_scores_gemma":[0.021731,0.0004419882,0.0008399268,0.0006777066,0.005239257,0.004814452,0.002756798,0.03024483,0.003729562],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01099205,"about_ca_system_score_gemma":0.01526018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05626438,"about_ca_topic_score_gemma":0.1399152,"domain_scores_codex":[0.9950987,0.001104697,0.0004888689,0.0004796873,0.00193013,0.0008980077],"domain_scores_gemma":[0.9904297,0.002999397,0.0005613193,0.0004225589,0.002238319,0.003348693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000467166,0.00006951638,0.003668147,0.0001800279,0.00001442937,0.01257398,0.001291268,0.0002652781,0.000544977,0.01330948,0.9328031,0.03523306],"study_design_scores_gemma":[0.0001079224,0.0001731266,0.004993782,0.001439143,0.00003073352,0.02942207,0.007311062,0.001310103,0.0003070539,0.02361643,0.9311814,0.000107184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007690068,0.0003916967,0.0001113538,0.9944445,0.001788838,0.000006747829,0.000008775953,0.00001509317,0.00246399],"genre_scores_gemma":[0.02498228,0.001804084,0.0009522848,0.9583065,0.00862315,0.00003325354,0.00003180203,0.00002590463,0.005240737],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9890079,"threshold_uncertainty_score":0.1118737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04335295493292453,"score_gpt":0.2827705660242446,"score_spread":0.23941761109132,"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."}}