{"id":"W4408039601","doi":"10.1007/s40141-025-00478-6","title":"Comorbidity and Functional Outcomes After Hip Fracture: An Umbrella Review","year":2025,"lang":"en","type":"article","venue":"Current Physical Medicine and Rehabilitation Reports","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Providence Health Care; University of Toronto","funders":"","keywords":"Medicine; Comorbidity; Hip fracture; Physical medicine and rehabilitation; Physical therapy; Osteoporosis; Psychiatry; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003337435,0.0001906838,0.0005521694,0.0001054623,0.0000753358,0.000008308141,0.00001833563,0.00005897077,0.0001034525],"category_scores_gemma":[0.001538961,0.0001165582,0.00009602238,0.0001734859,0.0003776144,0.0001022264,0.00002586112,0.0002871731,0.000002088908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002206312,"about_ca_system_score_gemma":0.00006369306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725177,"about_ca_topic_score_gemma":0.000001833005,"domain_scores_codex":[0.9986178,0.00007801333,0.0004261336,0.0004203975,0.0003184369,0.0001391928],"domain_scores_gemma":[0.9985678,0.0005603818,0.0001212437,0.0003195984,0.0002242597,0.0002067771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002754628,0.001515449,0.64525,0.01283656,0.0001551133,0.0001032329,0.001971138,0.000001882251,0.000403265,0.001128496,0.1413179,0.1950414],"study_design_scores_gemma":[0.0006086477,0.0003382221,0.8764622,0.003204463,0.0003563481,0.00004676258,0.0001151048,0.00003417711,0.000009014404,0.004895446,0.1138143,0.0001153698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854366,0.04949128,0.0003869742,0.06176267,0.001024842,0.000955735,0.000003216557,0.00008155853,0.0008571031],"genre_scores_gemma":[0.99013,0.001659635,0.00008343263,0.007432634,0.0003595237,0.00007103074,0.00007008681,0.000009007887,0.0001846435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2312121,"threshold_uncertainty_score":0.4753105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054025704923248,"score_gpt":0.3768520477769143,"score_spread":0.3463117907276818,"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."}}