{"id":"W4406026949","doi":"10.1503/cjs.000124","title":"Rurality predisposes departure from gold-standard care, leading to delayed or accelerated access to surgery: insights from a scoping review","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Calgary; Western University","funders":"","keywords":"Rurality; Medicine; Socioeconomic status; Ethnic group; Psychological intervention; MEDLINE; Population; Health care; Guideline; Family medicine; Rural area; Gerontology; Nursing; Environmental health; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01629064,0.0008201829,0.002362398,0.01431268,0.00101459,0.004725374,0.00145139,0.002027764,0.004407643],"category_scores_gemma":[0.107141,0.0008499099,0.004447605,0.01326082,0.001562371,0.003415125,0.002666099,0.001543667,0.0003469784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003661422,"about_ca_system_score_gemma":0.0163467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009965112,"about_ca_topic_score_gemma":0.02475909,"domain_scores_codex":[0.9888826,0.004428427,0.003970195,0.0008009008,0.001498981,0.0004188434],"domain_scores_gemma":[0.8848051,0.0967594,0.01181969,0.001077118,0.005050552,0.0004881282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001643314,0.00004112049,0.0065152,0.8492677,0.005072144,0.0006709918,0.004798495,0.0003202342,0.0002418003,0.003513598,0.004931281,0.1244631],"study_design_scores_gemma":[0.00002701942,0.00006060324,0.006517203,0.9552761,0.009574169,0.0005506061,0.002504369,0.00008144223,0.0001120614,0.001341249,0.02392648,0.00002870825],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005006318,0.9886338,0.0005554351,0.002582263,0.000259733,0.0003941469,0.0006410663,0.000008807318,0.001918552],"genre_scores_gemma":[0.04302753,0.9529754,0.001182217,0.001456626,0.0001406057,0.0006498004,0.0003972658,0.000008555096,0.0001620422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01629064,"threshold_uncertainty_score":0.08615416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2466968348326035,"score_gpt":0.5022713013760532,"score_spread":0.2555744665434497,"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."}}