{"id":"W3247886","doi":"10.4271/2015-01-2107","title":"Simulation of Ice Particle Melting in the NRCC RATFac Mixed-Phase Icing Tunnel","year":2015,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Icing; Phase (matter); Materials science; Particle (ecology); Geotechnical engineering; Geology; Meteorology; 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":[0.0003182807,0.0004642889,0.0004492962,0.0004064925,0.0006781462,0.0006642625,0.00102415,0.001249675,0.001994596],"category_scores_gemma":[0.0008699649,0.0002763736,0.0006168687,0.0003930392,0.0006085621,0.0003448918,0.0005394272,0.0008594331,0.0001870645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371267,"about_ca_system_score_gemma":0.001534658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05487165,"about_ca_topic_score_gemma":0.03551737,"domain_scores_codex":[0.9998549,0.00002209379,0.000005272139,0.00001764337,0.00003445047,0.00006565054],"domain_scores_gemma":[0.9994501,0.0002211725,0.00005214693,0.00002635173,0.00009383511,0.0001562672],"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":[0.0002074425,0.000138042,0.005298833,0.00001685986,0.0000124461,0.000201894,0.00004458334,0.9899185,0.002250078,0.0004283662,0.0003405604,0.001142329],"study_design_scores_gemma":[0.0000301177,0.00005351266,0.001300812,0.000003106486,0.000002968513,0.00001079948,0.00004054129,0.9978205,0.0005555351,0.00005540851,0.000120471,0.000006320236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923109,0.00002746035,0.002438064,0.00008319167,0.00001813928,0.00004155803,0.0004241464,0.0001310647,0.004525549],"genre_scores_gemma":[0.9957795,0.00002070546,0.002648655,0.00002286238,0.00000281367,0.0000289026,0.0004020081,0.00002055957,0.001073972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05487165,"threshold_uncertainty_score":0.1091045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294080451676909,"score_gpt":0.282288218215589,"score_spread":0.2528801730478981,"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."}}