{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006435886,0.0002287701,0.0006122339,0.0003192452,0.0001043959,0.00004281455,0.0004157737,0.0001997749,0.00004208137],"category_scores_gemma":[0.0001194828,0.0001781491,0.0003574813,0.0001568098,0.00006803391,0.0003426117,0.00008806359,0.0005686153,0.00002797032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005182282,"about_ca_system_score_gemma":0.0002125145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001120461,"about_ca_topic_score_gemma":0.00001273829,"domain_scores_codex":[0.9966848,0.00008478611,0.001342298,0.0002382276,0.001401859,0.0002480589],"domain_scores_gemma":[0.99761,0.00008621287,0.0007734355,0.0002583143,0.0009742428,0.0002978247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01507792,0.004418946,0.3739523,0.004106148,0.01888135,0.04958369,0.01679979,0.004339819,0.1869978,0.04821418,0.2354249,0.04220319],"study_design_scores_gemma":[0.01909311,0.007623336,0.1994058,0.02387999,0.001344706,0.1993992,0.009941089,0.02348525,0.02870702,0.0003336033,0.4851098,0.001677016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709638,0.000860196,0.005248487,0.001344459,0.01950663,0.000332753,0.00004313481,0.00009660461,0.001603921],"genre_scores_gemma":[0.9941694,0.0001936768,0.0004884607,0.0001839076,0.004522476,0.00001241749,0.0000235138,0.00003488302,0.0003713285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496849,"threshold_uncertainty_score":0.7264709,"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."}}