{"id":"W4402187001","doi":"10.1371/journal.pdig.0000579","title":"Systematic review of adherence to technology-based falls prevention programs for community-dwelling older adults: Reimagining future interventions","year":2024,"lang":"en","type":"article","venue":"PLOS Digital Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"Canada Research Chairs","keywords":"Psychological intervention; Attendance; Operationalization; Medicine; Fall prevention; Randomized controlled trial; Intervention (counseling); Gerontology; MEDLINE; Suicide prevention; Poison control; Psychology; Nursing; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03319252,0.002235703,0.01558333,0.01214629,0.001008285,0.004224122,0.003328699,0.003086129,0.004460932],"category_scores_gemma":[0.09288982,0.001823545,0.01095554,0.01186688,0.001478121,0.004635494,0.002210499,0.002088823,0.0003492138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009456672,"about_ca_system_score_gemma":0.02784695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266152,"about_ca_topic_score_gemma":0.03610391,"domain_scores_codex":[0.9719757,0.01119994,0.01105028,0.001095281,0.004128773,0.0005500231],"domain_scores_gemma":[0.9354402,0.04251281,0.01266502,0.001402232,0.007325819,0.0006538313],"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":[0.0001586591,0.00001375552,0.0002862412,0.9637203,0.007219666,0.00006555406,0.0001700752,0.00007209407,0.00009211584,0.0002044223,0.001017751,0.02697921],"study_design_scores_gemma":[0.0002372932,0.0001531031,0.001461525,0.9452242,0.0417862,0.0000912483,0.0001869234,0.00009328888,0.0001030588,0.0002865063,0.01035521,0.00002138235],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009895515,0.9958008,0.0003484908,0.0008241942,0.0003351139,0.001129664,0.0002754709,0.00001732123,0.0002794073],"genre_scores_gemma":[0.01402567,0.9789985,0.002224387,0.001459666,0.000182527,0.002613031,0.0002700372,0.00001384017,0.0002123992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03319252,"threshold_uncertainty_score":0.1755409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08110685649044816,"score_gpt":0.3965064196677104,"score_spread":0.3153995631772623,"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."}}