{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113077,0.0006235949,0.0002960954,0.0003723596,0.0001531604,0.0005292862,0.000406091,0.0008831489,0.0006786156],"category_scores_gemma":[0.0005169215,0.0002399265,0.0004760714,0.0002908,0.0003268325,0.0003397925,0.0003391852,0.0002856157,0.0001089911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004852294,"about_ca_system_score_gemma":0.0003946023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01449529,"about_ca_topic_score_gemma":0.005956767,"domain_scores_codex":[0.9999146,0.00001498123,0.000004602015,0.00002534751,0.00001798647,0.00002236961],"domain_scores_gemma":[0.9998757,0.00006000451,0.00002405622,0.00000778304,0.00002358261,0.000008828259],"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":[0.000009521055,0.000009975867,0.0008694043,0.00001450769,0.000005880953,0.00003304576,0.00001377123,0.995527,0.001641781,0.0003815087,0.00003972285,0.001453928],"study_design_scores_gemma":[0.000002382676,0.00001046425,0.0005271605,0.000001368945,0.000002769497,0.000007490045,0.000008183428,0.9988549,0.0003170484,0.0001654203,0.0001003958,0.000002426968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6705073,0.000393127,0.3203096,0.0001474709,0.00005657512,0.0001152575,0.0004464021,0.0002319308,0.007792389],"genre_scores_gemma":[0.9936447,0.0001780845,0.004417476,0.00001052623,0.000009104104,0.00004429501,0.0001280988,0.00001603564,0.001551599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01449529,"threshold_uncertainty_score":0.02882183,"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."}}