{"id":"W2001159719","doi":"10.1159/000337259","title":"Evaluation of Falls Risk in Community-Dwelling Older Adults Using Body-Worn Sensors","year":2012,"lang":"en","type":"article","venue":"Gerontology","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Poison control; Balance (ability); Injury prevention; Gait; Timed Up and Go test; Physical medicine and rehabilitation; Gerontology; Physical therapy; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007425262,0.0001269884,0.0003362571,0.0001339699,0.0003568269,0.000001622998,0.0001303313,0.0003552764,0.00009051814],"category_scores_gemma":[0.0004029844,0.0001267414,0.0000566742,0.0001339484,0.00006276449,0.0001708566,0.00006828244,0.0009000241,0.00007585005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002333549,"about_ca_system_score_gemma":0.0001219567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006573393,"about_ca_topic_score_gemma":0.006915872,"domain_scores_codex":[0.9910195,0.007394947,0.0006177163,0.0001402809,0.0002701934,0.0005573384],"domain_scores_gemma":[0.9982911,0.0005091476,0.0004875899,0.0003620322,0.0002784572,0.00007163227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001886258,0.00105421,0.9297366,0.0003413576,0.00006824172,6.862831e-7,0.0502298,0.00008528867,0.002949126,0.0003669681,0.0002034706,0.01477561],"study_design_scores_gemma":[0.002548739,0.000036412,0.9701581,0.0003792612,0.0001336706,0.000002656467,0.009608424,0.01639423,0.00001605004,0.0004588551,0.0001395401,0.0001240407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938927,0.001162824,0.0005238338,0.00002744175,0.0009198533,0.000720079,0.00001105821,0.00002954764,0.002712693],"genre_scores_gemma":[0.998735,0.00009597626,0.0007564849,0.00007226996,0.0001763198,0.00004371851,0.00003168721,0.00001703314,0.00007151773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04062138,"threshold_uncertainty_score":0.9937047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10632750510745,"score_gpt":0.4271927363474469,"score_spread":0.3208652312399969,"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."}}