{"id":"W4313017524","doi":"10.14195/978-989-26-2298-9_267","title":"Perception of wildfire behaviour and fire suppression tactics among Swedish incident commanders","year":2022,"lang":"en","type":"book-chapter","venue":"Imprensa da Universidade de Coimbra eBooks","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incident report; Perception; Firefighting; Environmental resource management; Truck; Fire protection; Engineering; Environmental science; Forensic engineering; Geography; Psychology; Cartography; Civil engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002630187,0.0004692307,0.000514931,0.0001413365,0.0003281814,0.00006059487,0.0005027761,0.0004159091,0.002513544],"category_scores_gemma":[0.00002020324,0.0005356351,0.0001922829,0.00003188301,0.000614434,0.0002589262,0.0009356993,0.0007913889,0.00002827688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077954,"about_ca_system_score_gemma":0.00005229205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004146677,"about_ca_topic_score_gemma":0.000365329,"domain_scores_codex":[0.997735,0.0001283189,0.0004149138,0.0006329353,0.0006970004,0.0003918099],"domain_scores_gemma":[0.9983478,0.0001438309,0.0006084886,0.0006188616,0.00001463367,0.0002663606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001321111,0.0005414491,0.6557361,0.001700222,0.00105308,0.003715773,0.02686485,0.0007293721,0.04736095,0.004761127,0.08117036,0.1750456],"study_design_scores_gemma":[0.005607213,0.002359615,0.853951,0.001944858,0.002028784,0.0007522374,0.007120934,0.007057477,0.001420913,0.001304345,0.1120293,0.004423237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7973818,0.00003901554,0.00001388776,0.00004660908,0.0002904568,0.0006981301,0.0001933384,0.00008795163,0.2012488],"genre_scores_gemma":[0.9107258,0.00004485494,0.00007642972,0.00005638847,0.00004030494,0.000008836194,0.0001220875,0.00008736287,0.08883788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1982149,"threshold_uncertainty_score":0.9997095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008580349109998206,"score_gpt":0.2041966912675888,"score_spread":0.1956163421575906,"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."}}