{"id":"W3201467123","doi":"10.1520/jte20210240","title":"Human Slip Assessment of Candidate Reference Surfaces for Walkway Tribometer Validation: An Update to Standard ASTM F2508","year":2021,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Advantage Forensics (Canada)","funders":"","keywords":"Tribometer; Slip (aerodynamics); Engineering; Forensic engineering; Materials science; Environmental science; Computer science; Composite material; Friction coefficient; Aerospace engineering","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":[0.006088811,0.0000887436,0.0002804458,0.0001061762,0.0003594006,0.00003351306,0.00007508211,0.00007722988,0.00005174697],"category_scores_gemma":[0.0009787326,0.00007512693,0.00004040379,0.0001843397,0.00001701063,0.0003143557,0.00003005212,0.0002169271,0.000001472773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285168,"about_ca_system_score_gemma":0.0006093018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004087563,"about_ca_topic_score_gemma":0.00009020503,"domain_scores_codex":[0.9977098,0.00071341,0.0007719318,0.0001510212,0.0004831024,0.0001707035],"domain_scores_gemma":[0.9960898,0.0003497047,0.0008977095,0.0001349423,0.002423659,0.0001042358],"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":[0.0004352117,0.0007230872,0.1919238,0.001229302,0.0002396715,0.00000615545,0.002841057,0.001432702,0.5773463,0.0008068599,0.007267587,0.2157483],"study_design_scores_gemma":[0.004885112,0.001988791,0.9693042,0.001854775,0.0003674432,0.00001457852,0.001782893,0.01078908,0.0009180902,0.006525639,0.001354515,0.0002148896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953265,0.0001713561,0.002552666,0.0006432338,0.0003483015,0.0003743862,0.00004197201,0.000008724199,0.0005328388],"genre_scores_gemma":[0.9682189,0.00005031866,0.03119146,0.00009307683,0.0002092226,0.00002064933,0.00006886676,0.000009557241,0.0001379732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7773804,"threshold_uncertainty_score":0.3063587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1694252048183545,"score_gpt":0.4962474876246343,"score_spread":0.3268222828062799,"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."}}