{"id":"W2010506550","doi":"10.1177/1708538113478726","title":"Regionalization of services improves access to emergency vascular surgical care","year":2013,"lang":"en","type":"article","venue":"Vascular","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Vascular surgery; Vascular access; Acute care; Emergency medicine; Health care; Medical emergency; Surgery; Cardiac surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001335286,0.0002299483,0.0002687538,0.001114427,0.0007327181,0.001471714,0.0009328817,0.0004372163,0.004247651],"category_scores_gemma":[0.008185502,0.0002221449,0.0004884036,0.001142147,0.000815673,0.0008464334,0.002213475,0.0004912398,0.0003957436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007399168,"about_ca_system_score_gemma":0.01173799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.325918,"about_ca_topic_score_gemma":0.4775682,"domain_scores_codex":[0.9976916,0.0005570171,0.0001641432,0.0002879882,0.0004466898,0.0008525195],"domain_scores_gemma":[0.9915254,0.0008694691,0.003261282,0.0003902419,0.001324938,0.002628794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003029328,0.0003035254,0.8911121,0.0003324304,0.0001804372,0.0004451486,0.002095048,0.003092425,0.002808371,0.0009643997,0.007009139,0.09135403],"study_design_scores_gemma":[0.00003190541,0.0001923981,0.9937582,0.00008344358,0.0000337084,0.0001477244,0.0008244788,0.0003186322,0.000138782,0.00008274709,0.004374279,0.0000136701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726207,0.0032038,0.001585042,0.005177642,0.00007351141,0.0002966131,0.0009000594,0.0002078641,0.01593482],"genre_scores_gemma":[0.9963856,0.0008260376,0.001220144,0.0004582094,0.00005859051,0.00004026967,0.0003484677,0.00001639388,0.0006463743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.325918,"threshold_uncertainty_score":0.648042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317737386962363,"score_gpt":0.2844598175568825,"score_spread":0.2712824436872589,"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."}}