{"id":"W4384156060","doi":"10.20944/preprints202307.0859.v1","title":"Modelling Precipitation Intensity Impacting Vehicles in Motion","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Visibility; Precipitation; Snow; Environmental science; Range (aeronautics); Intensity (physics); Computer science; Wind speed; Meteorology; Aerospace engineering; Engineering; Geography","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"],"consensus_categories":[],"category_scores_codex":[0.0008164607,0.0003264183,0.0004236499,0.0005100881,0.00006447871,0.00003394553,0.000371181,0.0005443612,0.000008588589],"category_scores_gemma":[0.0004435205,0.0003800107,0.0001159016,0.0002707181,0.00003879441,0.0001282329,0.0007989208,0.001482673,0.000442543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369676,"about_ca_system_score_gemma":0.00002539211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009344369,"about_ca_topic_score_gemma":0.00004843388,"domain_scores_codex":[0.9982291,0.0000448237,0.0005146107,0.0005845774,0.0002198597,0.0004070666],"domain_scores_gemma":[0.9988247,0.0001183372,0.0001226277,0.0007919134,0.00009600644,0.0000464232],"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":[0.00001007984,0.00001374402,0.1462108,0.0002518832,0.00003537437,0.000007796377,0.001493549,0.8481859,0.001325059,0.00003702179,0.0000187625,0.002409967],"study_design_scores_gemma":[0.0001346728,0.000005400696,0.1311399,0.0006992985,0.00002134001,0.000002804974,0.000433067,0.7776414,0.07773423,0.01180546,0.00001158457,0.0003708466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377133,0.00003412858,0.0560363,0.00011971,0.001068256,0.0003234339,0.000006333611,0.003996825,0.0007016987],"genre_scores_gemma":[0.9981801,0.0002116709,0.001219802,0.00000764778,0.00009703002,0.00007166178,0.00003759753,0.00008917724,0.00008533154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07640917,"threshold_uncertainty_score":0.9998652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872666632609156,"score_gpt":0.3270617821953497,"score_spread":0.1397951189344341,"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."}}