{"id":"W599175047","doi":"","title":"ARFF international training standards: one goal, several agencies","year":2013,"lang":"en","type":"article","venue":"Airport Magazine","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil aviation; Aeronautics; Agency (philosophy); Aviation; Fire protection; Engineering; Training (meteorology); Firefighting; Administration (probate law); Aviation engineering; Service (business); Aviation safety; Transport engineering; International airport; Business; Political science; Civil engineering; Law; Geography; Marketing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002191989,0.0001254609,0.00015366,0.00008890542,0.00004712451,0.00008080693,0.0002167496,0.00005581043,0.002607757],"category_scores_gemma":[0.0000411913,0.0001273378,0.00005752344,0.0001123156,0.00004368916,0.0002419689,0.00004297573,0.0001963776,0.0005543998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001590066,"about_ca_system_score_gemma":0.00006239537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001785403,"about_ca_topic_score_gemma":0.00002600091,"domain_scores_codex":[0.9988407,0.000007263122,0.0002185072,0.0001470424,0.0004764841,0.0003100085],"domain_scores_gemma":[0.9995095,0.00002185503,0.00002002353,0.0001832504,0.0001648104,0.0001006073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000869728,0.0001899016,0.01048943,0.0003868642,0.001357896,0.00034533,0.005464469,0.07722045,0.1059166,0.01153598,0.4711987,0.3158074],"study_design_scores_gemma":[0.0007115998,0.00008484443,0.05472342,0.00006158833,0.00001212291,0.00002910465,0.000234159,0.758028,0.0001907873,0.002770259,0.1826744,0.0004797113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5120173,0.0003277848,0.0303267,0.002188357,0.00149801,0.0005329056,0.0002316112,0.000776933,0.4521005],"genre_scores_gemma":[0.9898362,0.000194393,0.003506393,0.00007781125,0.00019937,0.00003662029,0.00009425634,0.00003732238,0.006017607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6808076,"threshold_uncertainty_score":0.998304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786961862583048,"score_gpt":0.236368991092738,"score_spread":0.2184993724669075,"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."}}