{"id":"W4200152973","doi":"10.1001/jamanetworkopen.2021.38911","title":"Evaluation of Clinical Practice Guidelines on Fall Prevention and Management for Older Adults","year":2021,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":333,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; Parkwood Institute; Lawson Health Research Institute; Western University","funders":"","keywords":"Fall prevention; Medicine; Gerontology; Psychology; Medical emergency; Suicide prevention; Poison control","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1868071,0.002532635,0.009581994,0.02468541,0.003192897,0.009711384,0.008970936,0.008004316,0.0103182],"category_scores_gemma":[0.5732492,0.002697396,0.01047759,0.02148922,0.002791519,0.009790558,0.007087135,0.007553504,0.004124485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01415667,"about_ca_system_score_gemma":0.08041584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02310293,"about_ca_topic_score_gemma":0.0338424,"domain_scores_codex":[0.6745334,0.1367413,0.1214451,0.00686795,0.05780639,0.00260589],"domain_scores_gemma":[0.4179094,0.2164028,0.0989475,0.01383589,0.2468379,0.006066539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004068795,0.0002024168,0.007325413,0.5212505,0.004639694,0.0002563098,0.00319601,0.0006387939,0.0004062149,0.003479222,0.1330411,0.3251575],"study_design_scores_gemma":[0.0007500348,0.0001867389,0.007419562,0.8693798,0.005487856,0.0002209436,0.001479532,0.0006468532,0.0003871336,0.003252388,0.1106253,0.0001638399],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005960032,0.7761415,0.0252749,0.09151006,0.01431482,0.04732028,0.01324871,0.0008352881,0.02539441],"genre_scores_gemma":[0.08310193,0.5321334,0.2602926,0.02548101,0.003586428,0.07712182,0.01383296,0.0003603841,0.00408948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1868071,"threshold_uncertainty_score":0.9879422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3248864913042938,"score_gpt":0.6012753569180923,"score_spread":0.2763888656137986,"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."}}