{"id":"W4392799867","doi":"10.23736/s1973-9087.24.08203-0","title":"Cognitive assessment to optimize prediction of functional outcome in subacute hip fracture: a short-term prospective study","year":2024,"lang":"en","type":"article","venue":"European Journal of Physical and Rehabilitation Medicine","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Medicine; Hip fracture; Rehabilitation; Physical therapy; Cognition; Confounding; Physical medicine and rehabilitation; Prospective cohort study; Activities of daily living; Cognitive test; Cognitive impairment; Internal medicine; Psychiatry; Osteoporosis","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":[0.002907072,0.0008807188,0.0007546706,0.0007640259,0.0006197955,0.0009012222,0.0005243763,0.0008972072,0.0007635626],"category_scores_gemma":[0.005337623,0.0004029596,0.001097168,0.0008618141,0.0005443204,0.0007196746,0.0006702096,0.0009383726,0.0003094176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328105,"about_ca_system_score_gemma":0.001005483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004653996,"about_ca_topic_score_gemma":0.005168862,"domain_scores_codex":[0.9990538,0.0003643758,0.00009789615,0.0001649711,0.0001791759,0.0001398246],"domain_scores_gemma":[0.9964948,0.000749325,0.001060294,0.0002982617,0.0005805751,0.0008167044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001966292,0.0006103596,0.9954602,0.00001775567,0.0001582052,0.00006605555,0.00006698356,0.00005444277,0.00008544172,0.000005888393,0.00004429544,0.001464065],"study_design_scores_gemma":[0.00011436,0.002882467,0.9962782,0.00000965768,0.0001296416,0.0001135555,0.00006642011,0.0002523738,0.00005370059,0.00001516931,0.00007517289,0.000009217524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994247,0.0002415789,0.00007394737,0.0000170639,0.000008831854,0.00003663227,0.00008829736,0.000001917429,0.0001070658],"genre_scores_gemma":[0.9992864,0.0001203332,0.00011473,0.00002796793,0.00002491976,0.00003943667,0.000301067,0.000001376145,0.00008385824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004653996,"threshold_uncertainty_score":0.01537424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245433737806686,"score_gpt":0.3423536513732744,"score_spread":0.3178102775926058,"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."}}