{"id":"W2285742748","doi":"10.4271/2008-01-0249","title":"Prediction Snow Ingress into Air Intake System","year":2008,"lang":"en","type":"article","venue":"SAE International Journal of Passenger Cars - Mechanical Systems","topic":"Winter Sports Injuries and Performance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toyama","keywords":"Snow; Environmental science; Meteorology; Atmospheric sciences; Geography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001745733,0.000451494,0.0004093824,0.0003092194,0.0004890139,0.0004856268,0.0003878314,0.000365639,0.002460085],"category_scores_gemma":[0.0004746893,0.0002036166,0.0004554687,0.0002369446,0.0001773625,0.0004789668,0.0003689078,0.0004286076,0.0009908443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000826909,"about_ca_system_score_gemma":0.001335484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04810824,"about_ca_topic_score_gemma":0.0330865,"domain_scores_codex":[0.9998699,0.00001096915,0.00000587041,0.00002445519,0.00006569856,0.00002307365],"domain_scores_gemma":[0.999849,0.00004830952,0.00001233458,0.00001002125,0.00006777404,0.00001258056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002730556,0.0001241827,0.02805351,0.0001277781,0.00002795863,0.000250678,0.0002380957,0.8741812,0.03801724,0.0009015466,0.003200518,0.05460435],"study_design_scores_gemma":[0.00001016255,0.00008551222,0.004857336,0.000007686843,0.00001135017,0.00001589335,0.00007694797,0.9792103,0.01441727,0.0001425914,0.00115657,0.000008385726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8420603,0.00009916339,0.1338235,0.0001285033,0.00005767828,0.0002102238,0.001153278,0.00388342,0.01858396],"genre_scores_gemma":[0.9800669,0.00009437432,0.01150686,0.00001508633,0.000004512827,0.00005913256,0.0007249888,0.00008318099,0.007444909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04810824,"threshold_uncertainty_score":0.09565639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107305758248389,"score_gpt":0.2666951904967758,"score_spread":0.2456221329142919,"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."}}