{"id":"W4383999341","doi":"10.1111/ajr.13014","title":"Rural general surgeon confidence with managing vascular emergencies: A national survey","year":2023,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Vascular surgery; Amputation; Confidence interval; Embolectomy; Surgery; General surgery; Internal medicine; Pulmonary embolism; Cardiac surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001112935,0.0001360322,0.0001922966,0.0006234148,0.0003459311,0.0003807819,0.0003236302,0.0004109496,0.00137825],"category_scores_gemma":[0.005626548,0.0003027805,0.0002384585,0.000999716,0.0003605734,0.000569445,0.0007576777,0.0005171293,0.0003126391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005245539,"about_ca_system_score_gemma":0.000565203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03023403,"about_ca_topic_score_gemma":0.03027083,"domain_scores_codex":[0.9990995,0.0003002062,0.0001028501,0.0000792286,0.0002557792,0.0001623866],"domain_scores_gemma":[0.9961343,0.0005536262,0.001904414,0.0001270683,0.0005532139,0.000727392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002369343,0.00005102327,0.9960384,0.00003026716,0.00001548891,0.00007110603,0.001374058,0.00003122702,0.0001062091,0.000008372135,0.0003146442,0.001935526],"study_design_scores_gemma":[0.000002562499,0.00009955452,0.9981607,0.000009254865,0.00000330414,0.00009271019,0.001328331,0.00006401705,0.000009831387,0.000004600102,0.0002226918,0.000002433901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992352,0.00005288239,0.00002783824,0.000117047,0.000002137006,0.00001365911,0.000156983,0.000001923025,0.0003923548],"genre_scores_gemma":[0.9994465,0.0001109997,0.00006186168,0.00009459508,0.000003418003,0.00001800126,0.0001190513,8.418308e-7,0.0001447606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03023403,"threshold_uncertainty_score":0.06011611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133286574932327,"score_gpt":0.4506819726460966,"score_spread":0.3373533151528639,"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."}}