{"id":"W4386637884","doi":"10.1007/978-3-031-36480-8_6","title":"Arterial Revascularization","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Revascularization; Arterial disease; Amputation; Surgery; Disease; Mortality rate; Diabetes mellitus; Internal medicine; Vascular disease; Myocardial infarction","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004859663,0.0001731946,0.0002580759,0.0001033362,0.00002328105,0.00001961762,0.0000474502,0.0001261637,0.007578814],"category_scores_gemma":[0.0000086356,0.0001502989,0.0001740733,0.00001754216,0.00002343311,0.00002470986,0.00006276291,0.00009279662,0.005480209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006333071,"about_ca_system_score_gemma":0.00003593332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002619124,"about_ca_topic_score_gemma":0.000004373241,"domain_scores_codex":[0.9991257,0.00000347131,0.0001928788,0.0002680735,0.0002961418,0.0001137025],"domain_scores_gemma":[0.999447,0.000004916615,0.00004639075,0.0003601354,0.00004411652,0.00009747058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002813595,0.00007593482,0.00003832101,0.0009144907,0.001356996,0.0009092017,0.00005148979,0.000005965228,0.0005362213,0.5681652,0.3895536,0.03811115],"study_design_scores_gemma":[0.0008624761,0.00008845123,0.00102157,0.0003021148,0.0005320241,0.000008341463,0.000002978576,0.0001025624,0.000008170003,0.009843132,0.9869792,0.0002489766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003025163,0.00002222517,0.0003068244,0.0009111615,0.0004545018,0.0005135618,0.0000115182,0.00037903,0.9973709],"genre_scores_gemma":[0.0003159039,0.00009879951,0.0001486439,0.00116398,0.0006630843,0.00001482838,0.0005721105,0.00007422471,0.9969484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5974256,"threshold_uncertainty_score":0.9952942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698915242604711,"score_gpt":0.2461733640159199,"score_spread":0.2191842115898728,"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."}}