{"id":"W4405299937","doi":"10.2196/preprints.52943","title":"Effects of Prehabilitation With Advanced Technologies in Patients With Musculoskeletal Diseases Waiting for Surgery: Systematic Review and Meta-Analysis (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Preprint; Meta-analysis; Medicine; Physical therapy; Computer science; Internal medicine; World Wide Web","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":[0.01328497,0.002724924,0.01792486,0.00668286,0.0006507316,0.003902117,0.002127015,0.002548779,0.006267971],"category_scores_gemma":[0.03917025,0.001516151,0.03723222,0.007284997,0.0006505242,0.002228423,0.001742235,0.002074178,0.0004297989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003819465,"about_ca_system_score_gemma":0.005506158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009127245,"about_ca_topic_score_gemma":0.02034953,"domain_scores_codex":[0.9902924,0.003803028,0.003420939,0.0008730913,0.001276776,0.0003339136],"domain_scores_gemma":[0.9798107,0.01470213,0.003357986,0.000479475,0.001438436,0.0002113258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008406653,0.00001840997,0.00122658,0.7047833,0.2825775,0.00006542636,0.0000621969,0.0001943345,0.0001180316,0.00009727667,0.0008680886,0.009148156],"study_design_scores_gemma":[0.0005705631,0.000169146,0.003085811,0.1035575,0.8893367,0.00008931298,0.00005582506,0.0001319157,0.0001476348,0.0001833034,0.002644479,0.00002781404],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[0.002135244,0.9955587,0.0003392979,0.000239983,0.0002061897,0.0005543245,0.0007140015,0.00002730725,0.0002249038],"genre_scores_gemma":[0.06610873,0.9263676,0.0019935,0.001241097,0.0003066279,0.002521063,0.001023893,0.00003421169,0.0004033039],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01792486,"threshold_uncertainty_score":0.07025844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372930276011708,"score_gpt":0.2839057672320264,"score_spread":0.2701764644719093,"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."}}