{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003411125,0.0004842321,0.0007565842,0.000658669,0.0002579517,0.0001010204,0.0005471439,0.0007992325,0.00004325494],"category_scores_gemma":[0.0006988793,0.0004731558,0.0002095148,0.0006442203,0.00007812565,0.0000754861,0.00009781059,0.0005219326,0.00005731667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690676,"about_ca_system_score_gemma":0.0002075124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009779517,"about_ca_topic_score_gemma":0.0001503935,"domain_scores_codex":[0.9980782,0.00001911984,0.0006127608,0.0004738496,0.0002427915,0.0005732697],"domain_scores_gemma":[0.9982095,0.0004105008,0.00007037816,0.0009741879,0.0002815908,0.00005383351],"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":[0.00001000697,0.00001309922,0.0000243534,0.001197258,0.0002447618,0.0000031747,0.0001693434,0.002927284,0.001746583,0.007416255,0.9654239,0.02082402],"study_design_scores_gemma":[0.0007036214,0.0001631719,0.00008586792,0.001794596,0.0004191461,0.000009296724,0.0007070464,0.008862223,0.03506137,0.003546134,0.9473913,0.001256225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001155622,0.003163072,0.8254816,0.00131082,0.01074103,0.001475021,0.0009063799,0.01547254,0.1402939],"genre_scores_gemma":[0.5067906,0.0109818,0.163383,0.001196299,0.003200713,0.0008312889,0.004853673,0.001150271,0.3076123],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6620985,"threshold_uncertainty_score":0.999772,"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."}}