{"id":"W3009817026","doi":"10.1007/s40846-020-00512-z","title":"Validation of Minimal Number of Force Sensitive Resistors to Predict Risk of Falling During a Timed Up and Go Test","year":2020,"lang":"en","type":"article","venue":"Journal of Medical and Biological Engineering","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quebec Rehabilitation Research Network; Université du Québec à Chicoutimi; École de Technologie Supérieure","funders":"","keywords":"Falling (accident); Resistor; Test (biology); Reliability engineering; Engineering; Psychology; Electrical engineering; Geology","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":[0.0008195612,0.00007710524,0.0003639653,0.00003881252,0.00003618857,0.000001278914,0.00006678462,0.0001855581,0.00001403437],"category_scores_gemma":[0.002307937,0.00005035094,0.00006035736,0.0001015148,0.00004852473,0.0000393552,0.00007083122,0.0003857941,6.132122e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000012538,"about_ca_system_score_gemma":0.00003246512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008855069,"about_ca_topic_score_gemma":6.426892e-7,"domain_scores_codex":[0.9987675,0.0001029671,0.000649415,0.00009130996,0.0002595101,0.000129291],"domain_scores_gemma":[0.9986455,0.0006222115,0.0003677633,0.00003259067,0.0001100913,0.0002218714],"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":[0.001002826,0.0002319762,0.3254062,0.001955625,0.0002075739,0.00003342953,0.003280313,0.0001038644,0.6643082,0.0001370395,0.0001457581,0.0031872],"study_design_scores_gemma":[0.002160895,0.0008476265,0.9840788,0.001971279,0.00008209659,0.00003267589,0.000829265,0.005451871,0.004259435,0.00005785802,0.0001080846,0.0001201778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972603,0.0001213832,0.001941825,0.0004159924,0.00009669778,0.0001010598,0.00001815285,0.000007366189,0.00003724267],"genre_scores_gemma":[0.997987,0.0006033852,0.001172246,0.00003708882,0.0001763926,0.000001332348,0.000001953213,0.000004289021,0.00001633574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6600488,"threshold_uncertainty_score":0.2762983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217970760978603,"score_gpt":0.3048495405051659,"score_spread":0.2826698328953798,"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."}}