{"id":"W4412581168","doi":"10.4271/arp6207a","title":"Qualifications Required for SAE Type I Aircraft Deicing/Anti-Icing Fluids","year":2025,"lang":"en","type":"standard","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Aeronautics; Environmental science; Engineering; Forensic engineering; Meteorology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005573093,0.001558259,0.001988343,0.002452549,0.003261885,0.002083281,0.002573829,0.003678032,0.2668414],"category_scores_gemma":[0.02249499,0.0009076543,0.001229991,0.00116096,0.0009784293,0.002052868,0.001242355,0.00215265,0.1911727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405783,"about_ca_system_score_gemma":0.007196353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006572059,"about_ca_topic_score_gemma":0.01347894,"domain_scores_codex":[0.9930802,0.0009083691,0.0006965126,0.0005905912,0.004027783,0.0006966268],"domain_scores_gemma":[0.9654645,0.003006479,0.001569404,0.005243545,0.02333822,0.001377914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001071059,0.0006882834,0.003795557,0.00161153,0.0000288945,0.0005113478,0.0008549152,0.0023397,0.1222995,0.006940049,0.6848855,0.1749737],"study_design_scores_gemma":[0.0001637326,0.001212148,0.01461135,0.0006290495,0.0000347713,0.0005698043,0.000776179,0.002079029,0.03732793,0.001468218,0.9410501,0.00007771488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06170234,0.002019629,0.09377795,0.01206758,0.01629126,0.01140087,0.04594141,0.0126208,0.7441782],"genre_scores_gemma":[0.1591022,0.001909005,0.07714887,0.00309518,0.00169794,0.006671048,0.03246418,0.004189876,0.7137218],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2668414,"threshold_uncertainty_score":0.8926734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02788583086773126,"score_gpt":0.2908144463858412,"score_spread":0.2629286155181099,"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."}}