{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008371776,0.0001513624,0.0002865153,0.0001321615,0.00007895048,0.00002823689,0.0002756554,0.00009135459,0.0006064764],"category_scores_gemma":[0.00002123869,0.0001274466,0.000373334,0.0004933433,0.00001996875,0.0001885827,0.000124145,0.00007171272,0.00013112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002798141,"about_ca_system_score_gemma":0.00004752578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004413199,"about_ca_topic_score_gemma":0.00002629715,"domain_scores_codex":[0.998673,0.0000350065,0.0003243844,0.0003331349,0.0004276538,0.0002068587],"domain_scores_gemma":[0.9983825,0.000008132896,0.00007578251,0.0006900124,0.000651898,0.0001916643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003161152,0.005010943,0.4466488,0.03149091,0.01108408,0.00009857657,0.02092336,0.004807797,0.1732236,0.09896733,0.07411454,0.1333139],"study_design_scores_gemma":[0.002363693,0.0003323152,0.762798,0.0003992869,0.0007356453,0.00009356211,0.001658989,0.001185754,0.00576765,0.001181178,0.222883,0.0006009082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834723,0.007900723,0.002404083,0.001519879,0.0001252053,0.001519288,0.000004893581,0.0001053923,0.00294821],"genre_scores_gemma":[0.9968963,0.001038799,0.000946106,0.0003080562,0.0001693672,0.0002800809,0.0001389868,0.00003587326,0.0001864599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3161491,"threshold_uncertainty_score":0.6640491,"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."}}