{"id":"W3007407932","doi":"10.1177/1054773820907805","title":"Bedrails and Falls in Nursing Homes: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Clinical Nursing Research","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Fall prevention; CINAHL; Medicine; MEDLINE; Poison control; Injury prevention; Suicide prevention; Occupational safety and health; Psychological intervention; Health care; Nursing; Gerontology; Falls in older adults; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.02053001,0.0005167865,0.006660918,0.000470964,0.0005849373,0.00006057516,0.0008431111,0.001384461,0.00002401218],"category_scores_gemma":[0.01283787,0.0003970368,0.0007251219,0.001676053,0.0008154929,0.0001412359,0.0002161743,0.008102826,0.001187961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011585,"about_ca_system_score_gemma":0.00150811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001054318,"about_ca_topic_score_gemma":0.000007033579,"domain_scores_codex":[0.9699237,0.02160498,0.004822664,0.001251163,0.0009999544,0.001397503],"domain_scores_gemma":[0.9837211,0.01321333,0.001033138,0.001056959,0.0003277498,0.000647772],"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":[0.000009033446,0.0003669192,0.00001481188,0.59238,0.00003398034,0.00002657732,0.0002267697,2.909982e-10,6.005622e-8,0.0004293415,0.007302032,0.3992105],"study_design_scores_gemma":[0.0004799798,0.0001695497,0.0001762782,0.8834718,0.0006639367,0.0000148513,0.0004448397,0.000008589161,4.34253e-10,0.00217218,0.1121061,0.0002918179],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005687097,0.9781809,0.00001727515,0.001530671,0.00082713,0.01421631,0.00002948657,0.00008834621,0.00510421],"genre_scores_gemma":[0.00001567736,0.9960043,0.0001742023,0.0003509442,0.0007798949,0.001544015,0.0001088754,0.0001151466,0.0009068758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3989187,"threshold_uncertainty_score":0.999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3063874697272833,"score_gpt":0.6445774357900604,"score_spread":0.3381899660627772,"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."}}