{"id":"W2902828231","doi":"10.1016/j.apergo.2018.11.006","title":"Use of handrails for balance and stability: Characterizing loading profiles in younger adults","year":2018,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada Research Chairs; Simon Fraser University; Toronto Rehabilitation Institute; University of Waterloo; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Mitacs; University of Toronto; Toronto Rehabilitation Institute; Unilever","keywords":"Balance (ability); Force platform; Poison control; Simulation; Falling (accident); Physical medicine and rehabilitation; Computer science; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000458423,0.0001189755,0.0002843846,0.00006108279,0.0001592944,0.00001052642,0.00007782903,0.0001565973,0.000007081513],"category_scores_gemma":[0.00005579447,0.0001199732,0.00002937242,0.00007269311,0.00009458737,0.000215074,0.00006847241,0.0001625743,0.00001522835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007673147,"about_ca_system_score_gemma":0.00006035384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006389089,"about_ca_topic_score_gemma":0.0001985583,"domain_scores_codex":[0.9988164,0.00004548419,0.0004754629,0.0002871263,0.00004613193,0.0003294403],"domain_scores_gemma":[0.9991364,0.0002684561,0.0002593772,0.0002152661,0.00006810317,0.00005239211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004514534,0.000387155,0.1874258,0.002103367,0.0000578968,3.647012e-7,0.009862597,2.065475e-7,0.7366185,0.02578524,0.0005046214,0.03273969],"study_design_scores_gemma":[0.002721778,0.00009989057,0.9830388,0.0005037729,0.00001969315,3.686722e-7,0.00133082,0.001350921,0.003619083,0.001371227,0.005683184,0.0002604885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972888,0.00003475016,0.0003438824,0.00005552403,0.0002841817,0.00131902,0.00007505038,0.00002961635,0.0005691592],"genre_scores_gemma":[0.9955649,0.0001186335,0.003408837,0.0002258241,0.0002486198,0.0002952353,0.00005625171,0.00002233211,0.00005934543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.795613,"threshold_uncertainty_score":0.4892366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04662342379162365,"score_gpt":0.3159106434122956,"score_spread":0.2692872196206719,"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."}}