{"id":"W3202317279","doi":"10.1007/978-3-030-70316-5_53","title":"Sit-to-Stand Models of Older Adults Should Include Muscle Nonlinearities and Arms","year":2021,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Physical medicine and rehabilitation; Movement (music); Tracking (education); Track (disk drive); Torque; Computer science; Physical therapy; Simulation; Psychology; Medicine; Physics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005206058,0.0005173291,0.001135484,0.0002309875,0.0003035261,0.000025857,0.000252496,0.001372213,0.00003879801],"category_scores_gemma":[0.00003762436,0.0004820413,0.0002056734,0.00008187866,0.0001170984,0.0001093732,0.0004152484,0.0008223531,0.00006043462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625756,"about_ca_system_score_gemma":0.0003522226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002899614,"about_ca_topic_score_gemma":0.0005106343,"domain_scores_codex":[0.9967941,0.0001589324,0.001330954,0.0006644621,0.0005264065,0.0005251112],"domain_scores_gemma":[0.9975204,0.0001946199,0.0007176485,0.0007087296,0.0005824004,0.000276132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001600037,0.004238652,0.007501241,0.1952975,0.003913837,0.0005778529,0.09561177,0.0002541185,0.03472713,0.5361072,0.08615584,0.0340148],"study_design_scores_gemma":[0.02218581,0.002218612,0.05018356,0.2780827,0.003143625,0.0001041964,0.04048762,0.01793078,0.0002039838,0.0150073,0.5601922,0.01025959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1473663,0.1325205,0.02287103,0.005676743,0.02985279,0.02941564,0.01772622,0.001746057,0.6128247],"genre_scores_gemma":[0.5969449,0.007641518,0.005775704,0.0009584692,0.002758739,0.0001058439,0.0009131095,0.0003914497,0.3845103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5210999,"threshold_uncertainty_score":0.9999242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05646042804024494,"score_gpt":0.3302431849445163,"score_spread":0.2737827569042713,"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."}}