{"id":"W4396545821","doi":"10.3390/atmos15050548","title":"Towards a Model of Snow Accretion for Autonomous Vehicles","year":2024,"lang":"en","type":"article","venue":"Atmosphere","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Snow; Accretion (finance); Environmental science; Meteorology; Geology; Aerospace engineering; Geography; Engineering; Astrophysics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001783346,0.0005345606,0.0005714056,0.0004179783,0.0006671393,0.001042666,0.001192508,0.001260296,0.001335694],"category_scores_gemma":[0.0005378443,0.0003913484,0.0007399705,0.0004172734,0.0007079944,0.0008979655,0.0008969637,0.0007100641,0.0003658871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000928265,"about_ca_system_score_gemma":0.001112721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03167749,"about_ca_topic_score_gemma":0.01267366,"domain_scores_codex":[0.9999292,0.00001588504,0.000003584426,0.00001690766,0.00002025231,0.00001420993],"domain_scores_gemma":[0.9998808,0.00004087593,0.00001606715,0.000007700948,0.00004094226,0.00001363245],"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":[0.000009330874,0.000008144527,0.0002851189,0.00001643875,0.000005557772,0.00004712264,0.00003844109,0.9900006,0.0012036,0.006659753,0.0002152582,0.001510531],"study_design_scores_gemma":[0.00000197497,0.000003711704,0.00005284436,0.000001557379,0.000001434624,0.000002962702,0.000006141559,0.9982232,0.00005539668,0.001314512,0.0003345572,0.000001693866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1464287,0.001048771,0.8218397,0.0007560596,0.0001899644,0.0001420962,0.0005032985,0.0006336192,0.02845771],"genre_scores_gemma":[0.94522,0.001043678,0.04077261,0.00009846744,0.0001267973,0.0002250115,0.000362759,0.0001405046,0.01201021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03167749,"threshold_uncertainty_score":0.0629862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668834658791371,"score_gpt":0.2350167566092879,"score_spread":0.2183284100213742,"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."}}