{"id":"W4402681549","doi":"10.4050/f-0080-2024-1160","title":"The Advancement of Aerial Firefighting Concept of Operations","year":2024,"lang":"en","type":"article","venue":"","topic":"Marine and Coastal Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Firefighting; Computer science; Aeronautics; 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":[0.0009869185,0.0007097255,0.0001542446,0.001697119,0.001630736,0.004529008,0.0005341814,0.0008938488,0.005386189],"category_scores_gemma":[0.001251999,0.0001596311,0.0002877627,0.00128191,0.006291342,0.004128269,0.001636632,0.002347879,0.0009428046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003708697,"about_ca_system_score_gemma":0.002236757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005213558,"about_ca_topic_score_gemma":0.005188928,"domain_scores_codex":[0.9991639,0.0002622278,0.00005150695,0.000179358,0.0002453,0.00009780642],"domain_scores_gemma":[0.9990857,0.0002580237,0.0001914226,0.00007887348,0.0002781737,0.0001078596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004848894,0.00004171876,0.002617939,0.0004642894,0.00001096431,0.0002625893,0.007001308,0.00144886,0.002301174,0.8943609,0.007579447,0.0838623],"study_design_scores_gemma":[0.000008711443,0.0002316619,0.01026972,0.001122345,0.00002238572,0.001118203,0.008585568,0.002349129,0.001949089,0.09362696,0.8806525,0.00006366725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05963535,0.026509,0.104354,0.009573122,0.002089853,0.0002882433,0.0003778288,0.0001856187,0.7969869],"genre_scores_gemma":[0.8441109,0.02767011,0.05414933,0.002110394,0.001373311,0.000311548,0.0002984254,0.0001211786,0.06985479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005386189,"threshold_uncertainty_score":0.02690858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133172446659592,"score_gpt":0.2731249931436258,"score_spread":0.2617932686770298,"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."}}