{"id":"W4239061124","doi":"10.1016/j.jvs.2019.07.043","title":"Characteristics of High Cost Inpatients With Peripheral Arterial Disease","year":2019,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Emergency medicine; Comorbidity; Amputation; Logistic regression; Retrospective cohort study; Population; Cost effectiveness; Cohort; Arterial disease; Internal medicine; Surgery; Vascular disease","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":[0.0002886191,0.0002530222,0.0005958564,0.001394726,0.0007275199,0.001217177,0.0004159886,0.0007438319,0.005963059],"category_scores_gemma":[0.002959774,0.0002709331,0.00053383,0.001949135,0.0003408671,0.0009072835,0.0008062799,0.001045865,0.0005262708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007003603,"about_ca_system_score_gemma":0.0007237638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004806013,"about_ca_topic_score_gemma":0.005819835,"domain_scores_codex":[0.9993801,0.00007161685,0.0001166381,0.00007546046,0.0001011882,0.0002550323],"domain_scores_gemma":[0.9969818,0.0004295286,0.001273103,0.00005910369,0.0002352379,0.001021221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008808121,0.00007984163,0.998689,0.000008081472,0.00001923055,0.0002502373,0.00005317255,0.00003181425,0.00006437752,0.00002779285,0.0001530213,0.0005353496],"study_design_scores_gemma":[0.00000307574,0.00009123216,0.9984144,0.000007724957,0.000007829348,0.0005810942,0.0006690276,0.00008810756,0.000012375,0.00002478289,0.00009564778,0.000004671097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980237,0.0001310923,0.00002781351,0.0001211414,0.00001080696,0.000007913178,0.0005979365,0.000002017688,0.001077434],"genre_scores_gemma":[0.9986526,0.0001225546,0.00003724225,0.00008292805,0.00003221253,0.00001078784,0.0008007636,0.000002515695,0.0002583212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005963059,"threshold_uncertainty_score":0.01994842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008994381217003931,"score_gpt":0.2173874581339842,"score_spread":0.2083930769169802,"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."}}