{"id":"W4223967289","doi":"10.2196/28338","title":"Frailty Factors and Outcomes in Patients Undergoing Orthopedic Surgery: Protocol for a Systematic Review and Meta-analysis","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China","keywords":"Medicine; Orthopedic surgery; Cochrane Library; Checklist; MEDLINE; Meta-analysis; Systematic review; Psychological intervention; Physical therapy; Gerontology; Internal medicine; Surgery; Psychiatry; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.06691882,0.006438063,0.02221079,0.01114683,0.003172351,0.007396552,0.005278374,0.006254635,0.06242665],"category_scores_gemma":[0.1118645,0.005198415,0.03240637,0.01079181,0.003477615,0.0063524,0.004530545,0.007041159,0.005709629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01303392,"about_ca_system_score_gemma":0.03997033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007563584,"about_ca_topic_score_gemma":0.01581381,"domain_scores_codex":[0.9674423,0.01368813,0.01094695,0.002897988,0.003690564,0.001333997],"domain_scores_gemma":[0.9581239,0.01778224,0.00935786,0.004144261,0.009220832,0.001370847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007397675,0.0001969876,0.0007501889,0.93602,0.01335636,0.0003309061,0.0008885037,0.001464593,0.0008108433,0.003306714,0.0189231,0.01655417],"study_design_scores_gemma":[0.06829008,0.002947644,0.008106455,0.6300287,0.08568096,0.000689353,0.001470193,0.003386243,0.002218389,0.01970152,0.1766542,0.0008262332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005114821,0.00549665,0.002628164,0.0005806831,0.0005091595,0.9823653,0.007254983,0.0001816819,0.0004718531],"genre_scores_gemma":[0.0004499036,0.001119247,0.002578349,0.0001875047,0.00002198579,0.9949351,0.0005159614,0.000009554649,0.0001824831],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06691882,"threshold_uncertainty_score":0.3539048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5593246955463389,"score_gpt":0.5961677582563834,"score_spread":0.03684306271004445,"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."}}