{"id":"W4392349064","doi":"10.1053/j.jfas.2024.02.006","title":"Predictors of Episode-of-Care Costs for Ankle Fractures","year":2024,"lang":"en","type":"article","venue":"The Journal of Foot & Ankle Surgery","topic":"Foot and Ankle Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University Health Centre; McGill University","keywords":"Ankle; Medicine; Physical medicine and rehabilitation; Physical therapy; 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":[0.0004256246,0.0002362826,0.000342198,0.001020992,0.0003190636,0.0007402799,0.0005458237,0.000451498,0.001658543],"category_scores_gemma":[0.006541793,0.0002013581,0.0005367525,0.001730333,0.0002037589,0.0003892567,0.0005105593,0.0009058145,0.000124009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091794,"about_ca_system_score_gemma":0.0009104442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03244559,"about_ca_topic_score_gemma":0.03439146,"domain_scores_codex":[0.9993696,0.00008882016,0.0001075241,0.00007808344,0.0001852582,0.0001707677],"domain_scores_gemma":[0.9963794,0.0005553834,0.001914006,0.0001057713,0.0005393926,0.0005060417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001783625,0.000008336411,0.9995271,0.000003798665,0.00001743992,0.00002964435,0.000005776843,0.00004076985,0.00001225723,0.000007292676,0.00004944376,0.0002803991],"study_design_scores_gemma":[0.000001322165,0.00001503303,0.999494,0.000004844807,0.00001023527,0.0001584079,0.00004224437,0.0002018359,0.000007680918,0.00001114976,0.00005122436,0.000001986991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982942,0.0004839015,0.00007397792,0.00006959771,0.000008441195,0.00001144999,0.0006745612,0.000003221933,0.0003806897],"genre_scores_gemma":[0.9991541,0.0001263888,0.00004739944,0.00001183942,0.000009435144,0.000003858661,0.0006055619,0.000001678409,0.0000397987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03244559,"threshold_uncertainty_score":0.0645135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960834896975491,"score_gpt":0.2924592548566857,"score_spread":0.2728509058869308,"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."}}