{"id":"W4409592048","doi":"10.1177/21514593251332875","title":"Deciphering the Interplay of Frailty, Age, and Gender in Orthopedic Surgical Outcomes Among the Elderly: Insights From a Prospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Geriatric Orthopaedic Surgery & Rehabilitation","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Orthopedic surgery; Gerontology; Prospective cohort study; Cohort; Geriatrics; Population; Psychological intervention; Cohort study; Health care; Frailty Index; Physical therapy; Internal medicine; Surgery; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002460042,0.0002689586,0.0003258667,0.001126361,0.0006736718,0.0007586891,0.0003963791,0.0004038086,0.001057818],"category_scores_gemma":[0.002900872,0.0002297143,0.0008445864,0.001221544,0.0003011519,0.0005716842,0.0007716626,0.0005899745,0.0002251914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198452,"about_ca_system_score_gemma":0.0005709904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005807926,"about_ca_topic_score_gemma":0.01102433,"domain_scores_codex":[0.9993394,0.000233573,0.00008020273,0.0001204617,0.0001023518,0.0001240641],"domain_scores_gemma":[0.9984545,0.0003314855,0.0005098066,0.0002345711,0.0002186191,0.0002510525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005854302,0.0000284319,0.9988123,0.000006671806,0.00004496901,0.00004875166,0.0001815917,0.000007765033,0.0000637287,0.00001303563,0.00004385569,0.0006903075],"study_design_scores_gemma":[0.000003551831,0.0001480547,0.9986456,0.00001375607,0.00005042398,0.000172636,0.0006495906,0.0000691979,0.00002414639,0.00002379249,0.0001952624,0.000003987365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998865,0.0003195657,0.0001465264,0.0000511154,0.000007765465,0.00001728912,0.0003631827,0.000001222553,0.000228348],"genre_scores_gemma":[0.9989271,0.0002486432,0.0001930096,0.00003673613,0.00001391258,0.00002214635,0.000431385,0.000001694789,0.0001254381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005807926,"threshold_uncertainty_score":0.01301014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184664729785244,"score_gpt":0.289306890688883,"score_spread":0.2774602433910305,"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."}}