{"id":"W4206024721","doi":"10.2196/23663","title":"A Mobile App (FallSA) to Identify Fall Risk Among Malaysian Community-Dwelling Older Persons: Development and Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Kebangsaan Malaysia","keywords":"Gerontology; Mobile apps; Mobile phone; Psychology; Medicine; Computer science; World Wide Web; Telecommunications","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":[0.005437764,0.0006519781,0.0004021264,0.0006952696,0.000374834,0.0005846923,0.0004654745,0.0005804346,0.0007543474],"category_scores_gemma":[0.006794329,0.0003225413,0.000708445,0.0002765057,0.0004804298,0.0008050159,0.0007029906,0.0006392271,0.000401709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003753259,"about_ca_system_score_gemma":0.001205951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340307,"about_ca_topic_score_gemma":0.003412536,"domain_scores_codex":[0.998304,0.0005145119,0.0002260101,0.0002074146,0.0006224315,0.0001256907],"domain_scores_gemma":[0.996371,0.0009436554,0.0005001944,0.0002308458,0.00165112,0.0003032496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001701895,0.0141603,0.8171147,0.001115388,0.0003388092,0.0007509636,0.008974102,0.0007774504,0.02018054,0.0002818236,0.001561285,0.1330428],"study_design_scores_gemma":[0.0004024466,0.0256861,0.9476881,0.0004481383,0.0004984065,0.002221188,0.003000256,0.004936737,0.009549632,0.0001006362,0.005389099,0.00007936146],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974789,0.00009345706,0.0008330655,0.0000373309,0.00001152078,0.0009751358,0.0001570012,0.00002052341,0.0003930879],"genre_scores_gemma":[0.9823325,0.0005011436,0.0129609,0.0001533398,0.0000208725,0.001771284,0.000902685,0.00001430584,0.001342919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005437764,"threshold_uncertainty_score":0.02875799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06637165422556021,"score_gpt":0.4315489232789715,"score_spread":0.3651772690534113,"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."}}