{"id":"W3206792051","doi":"10.1186/s12913-021-07163-z","title":"Factors associated with prolonged post-operative acute care length of stay in limb amputation patients in Saskatchewan, Canada","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Health, Saskatchewan; University of Saskatchewan","keywords":"Medicine; Amputation; Orthopedic surgery; Ankle; Diabetes mellitus; Logistic regression; Internal medicine; Retrospective cohort study; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006028299,0.0003575301,0.0003646029,0.001511726,0.001879137,0.001219962,0.001388232,0.0003609348,0.002982337],"category_scores_gemma":[0.00248681,0.0003245636,0.000513728,0.004579971,0.0007705534,0.0003878268,0.001176246,0.0009913684,0.0002822035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02120668,"about_ca_system_score_gemma":0.04384892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836041,"about_ca_topic_score_gemma":0.992846,"domain_scores_codex":[0.9990575,0.0001066935,0.0001086108,0.0001451838,0.0002228145,0.0003592684],"domain_scores_gemma":[0.9958911,0.0003538621,0.0009334844,0.0001261263,0.001392981,0.001302446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002726202,0.00001673102,0.9965398,0.00003453055,0.00003925334,0.00009443815,0.0002326523,0.0001160057,0.0001003795,0.00005307311,0.00100795,0.001737893],"study_design_scores_gemma":[0.000005031722,0.00001295184,0.9975157,0.00006443165,0.00001568098,0.0000841254,0.001421993,0.000228522,0.00002831765,0.00003831309,0.0005739977,0.00001105397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891443,0.0009663596,0.0001883666,0.001021827,0.00004259614,0.00005957579,0.005778346,0.0000115518,0.002787165],"genre_scores_gemma":[0.996736,0.000655106,0.0001728151,0.000221017,0.00000992499,0.00002810511,0.001691935,0.000005550339,0.0004794289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02120668,"threshold_uncertainty_score":0.1538659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369205286839395,"score_gpt":0.3795046856014339,"score_spread":0.34581263273304,"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."}}