{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001306825,0.0003426823,0.001179769,0.0007691726,0.0001475693,0.00008589259,0.0001348973,0.0007667423,0.0004982197],"category_scores_gemma":[0.0002547367,0.0002627537,0.0005081823,0.0003471227,0.000148905,0.0001857939,0.000007180056,0.00134207,0.00001523636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004872189,"about_ca_system_score_gemma":0.00553196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001428563,"about_ca_topic_score_gemma":0.001351016,"domain_scores_codex":[0.9972674,0.0001423073,0.0008764984,0.0003054567,0.0006750679,0.0007333084],"domain_scores_gemma":[0.995154,0.001318522,0.0006201693,0.0002264856,0.001432875,0.001247954],"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":[0.00186944,0.00007756576,0.004859981,0.001093666,0.0008667073,0.06788884,0.0003311499,0.0002257883,0.000002624335,0.00004270374,0.876457,0.04628452],"study_design_scores_gemma":[0.002975806,0.0001741051,0.000339316,0.001945519,0.0002241275,0.004604738,0.00003474678,0.0002651723,0.00001129621,0.0001523974,0.9889643,0.0003085422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1292228,0.009399134,0.002047615,0.824865,0.006655199,0.001851078,0.0004126202,0.0001655078,0.02538108],"genre_scores_gemma":[0.6683871,0.0003892847,0.003408103,0.2663374,0.04102137,0.00002999933,0.00305429,0.0004785802,0.01689385],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5585276,"threshold_uncertainty_score":0.9999825,"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."}}