{"id":"W2979737760","doi":"10.1186/s12877-019-1300-2","title":"Development and validation of an algorithm to assess risk of first-time falling among home care clients","year":2019,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University of Waterloo; McMaster University","funders":"","keywords":"Medicine; Falling (accident); Rehabilitation; Gerontology; Algorithm; Physical therapy; Environmental health; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005217851,0.0008790428,0.0009289157,0.003172499,0.0008981729,0.001435868,0.001409084,0.001030897,0.001344559],"category_scores_gemma":[0.02081344,0.000357391,0.0009592445,0.001367701,0.0002846951,0.000746169,0.0008270236,0.0008727497,0.0004399666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001855607,"about_ca_system_score_gemma":0.003880421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05176873,"about_ca_topic_score_gemma":0.02586409,"domain_scores_codex":[0.998136,0.0006428579,0.0002854398,0.0002974358,0.0004843936,0.0001537571],"domain_scores_gemma":[0.9874424,0.006696723,0.0007860733,0.0002401686,0.004558318,0.0002762758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009044784,0.0009286437,0.5170836,0.0002115624,0.0004683051,0.000236452,0.000475703,0.1240586,0.002079119,0.001574485,0.005684635,0.3462945],"study_design_scores_gemma":[0.00009772057,0.0001721276,0.03766257,0.00009422338,0.0001230933,0.0001216078,0.0002000338,0.9582922,0.001147479,0.001252842,0.0008149134,0.00002131438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6073908,0.0003757433,0.3817556,0.0006614599,0.00008370591,0.001712002,0.00203351,0.00192316,0.004063955],"genre_scores_gemma":[0.7534485,0.0001474727,0.2426177,0.0001378425,0.00001971435,0.000813926,0.002069935,0.00004495319,0.0006999205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05176873,"threshold_uncertainty_score":0.1029348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874602571561775,"score_gpt":0.3229445532269346,"score_spread":0.2941985275113169,"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."}}