{"id":"W4402846019","doi":"10.31579/2692-9759/104","title":"Peripheral Vascular Disease","year":2023,"lang":"en","type":"article","venue":"Cardiology Research and Reports","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Peripheral; Medicine; Disease; Vascular disease; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009726703,0.00009497372,0.000274229,0.0001869554,0.0001795014,0.00002295377,0.00004146471,0.00005381849,0.00008168523],"category_scores_gemma":[0.0002522621,0.00007267969,0.0001164973,0.0003336304,0.0003830721,0.00004133883,0.0002048667,0.0002036471,0.00007254406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004669016,"about_ca_system_score_gemma":0.0001171247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007296067,"about_ca_topic_score_gemma":5.623893e-7,"domain_scores_codex":[0.9983707,0.0001298895,0.0001718968,0.0004296309,0.0003918129,0.0005060814],"domain_scores_gemma":[0.9987394,0.00003297453,0.00001740369,0.0004994442,0.0001412365,0.0005695036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000156254,0.00004773752,0.8345929,0.0002029495,0.0003502821,0.06758348,0.00006543773,0.00004047585,0.001025719,0.0001747591,0.09161708,0.004142924],"study_design_scores_gemma":[0.0002884683,0.0001580908,0.8812262,0.00002565974,0.00003896414,0.0004227874,0.0001144392,0.00009903133,0.000007826423,0.001707994,0.1158309,0.000079586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855736,0.001715434,0.00001997794,0.002569214,0.0001820154,0.0004771002,0.000003108764,0.0001654453,0.009294033],"genre_scores_gemma":[0.9903429,0.0005764454,0.0000182338,0.0001860587,0.0003400123,0.000136627,0.00008356605,0.00001611876,0.008300001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0671607,"threshold_uncertainty_score":0.2963791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402681203610044,"score_gpt":0.3707144755213327,"score_spread":0.3066876634852322,"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."}}