{"id":"W4410294705","doi":"10.1117/12.3051455","title":"Bioinspired rubber composites for superior ice traction: enhancing winter safety through innovative laboratory testing in tribology","year":2025,"lang":"en","type":"article","venue":"","topic":"Winter Sports Injuries and Performance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Tribology; Composite material; Materials science; Natural rubber; Traction (geology); Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007654669,0.0005485922,0.0002952185,0.000458492,0.0002033581,0.0003889639,0.0003282777,0.0005000505,0.000815509],"category_scores_gemma":[0.0006571863,0.0002572219,0.0003696185,0.00030724,0.0003242815,0.0004029628,0.0003653233,0.000513808,0.0003622264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236627,"about_ca_system_score_gemma":0.0001900094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00028512,"about_ca_topic_score_gemma":0.0008791952,"domain_scores_codex":[0.9994602,0.00008551704,0.000052398,0.0001090403,0.0002298235,0.00006308175],"domain_scores_gemma":[0.9995271,0.0001154198,0.0001258189,0.00006700824,0.0001145885,0.00005008702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002194155,0.00002870464,0.0001818529,0.0001073144,0.000004674269,0.00006511491,0.00004818061,0.0002121986,0.9950472,0.00008664597,0.00005548622,0.004140718],"study_design_scores_gemma":[0.00000352356,0.0002609441,0.001447687,0.00001532225,0.00001147386,0.0001669646,0.00006066319,0.001352645,0.9949585,0.00004646694,0.001664384,0.00001143446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514354,0.004013043,0.04072958,0.0001508785,0.0001174028,0.0001427459,0.000244838,0.0003762599,0.002789901],"genre_scores_gemma":[0.9638069,0.001699101,0.03221138,0.00007494517,0.00002488259,0.0001520605,0.0001773542,0.00006656208,0.001786793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000815509,"threshold_uncertainty_score":0.004048228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01923354382767939,"score_gpt":0.3137702735307666,"score_spread":0.2945367297030873,"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."}}