{"id":"W4412042123","doi":"10.1016/j.bja.2025.06.003","title":"Adherence to prehabilitation in adult surgical patients: a systematic review, meta-analysis, meta-regression, and qualitative synthesis","year":2025,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; Ottawa Hospital Anesthesia Alternate Funds Association","keywords":"Prehabilitation; Meta-analysis; Meta-regression; Medicine; Systematic review; MEDLINE; Psychology; Internal medicine; Physical therapy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002647681,0.0001950971,0.003235964,0.0006811029,0.00004697767,0.0000442518,0.0001223025,0.00008048465,0.0001310937],"category_scores_gemma":[0.009836329,0.0001287518,0.001778108,0.001198977,0.00007680841,0.0001892515,0.00001959555,0.0002165737,0.000003762206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009282824,"about_ca_system_score_gemma":0.0001107437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001254541,"about_ca_topic_score_gemma":0.00008928397,"domain_scores_codex":[0.9957542,0.001631634,0.001636431,0.0002608454,0.0005543868,0.0001624899],"domain_scores_gemma":[0.9959744,0.00181788,0.0005862969,0.0002098769,0.001233296,0.0001782911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001539898,0.004458915,0.04755879,0.3502856,0.5509793,0.001535766,0.01175823,0.0001344666,0.00003011836,0.001615631,0.01173002,0.01837333],"study_design_scores_gemma":[0.002097624,0.00213486,0.09392828,0.09442434,0.7999927,0.0004511609,0.005890252,0.00003879184,0.00004660452,0.0003822569,0.0001956802,0.0004174601],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7698051,0.220747,0.0003603591,0.006449135,0.00006859587,0.002308854,0.00003119837,0.00001602213,0.0002136373],"genre_scores_gemma":[0.9845269,0.009197297,0.004267345,0.001377111,0.00001212715,0.00026931,0.000004471661,0.00001312764,0.0003323248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558612,"threshold_uncertainty_score":0.9985042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256329485361691,"score_gpt":0.3530283124808027,"score_spread":0.3204650176271858,"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."}}