{"id":"W4361009705","doi":"10.1007/s10694-023-01388-6","title":"Review of Research on Human Behavior in Large Outdoor Fires","year":2023,"lang":"en","type":"article","venue":"Fire Technology","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; National Research Council Canada","funders":"","keywords":"Wildland–urban interface; Environmental resource management; Environmental planning; Human behavior; Poison control; Environmental science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003725145,0.00006041449,0.0001466408,0.0004876285,0.00002926408,0.00000229829,0.0001954769,0.0001485223,0.0001110589],"category_scores_gemma":[0.000110706,0.00006192325,0.00002459402,0.001343872,0.00004926247,0.0000170389,0.00006025327,0.0003152196,0.0002409811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004428843,"about_ca_system_score_gemma":0.000008335523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006373519,"about_ca_topic_score_gemma":0.00007823636,"domain_scores_codex":[0.9993355,0.00001871269,0.0001931051,0.0001060178,0.0001175597,0.0002290957],"domain_scores_gemma":[0.9996175,0.00003531669,0.000014165,0.0002863249,0.00003224731,0.00001443157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002144362,0.0009397177,0.1297852,0.02456753,0.0000904445,0.000491947,0.0006923426,0.0007862159,0.0215128,0.392543,0.2620029,0.1665664],"study_design_scores_gemma":[0.004595812,0.002026411,0.4362513,0.03838208,0.00009239784,0.00004355521,0.002091686,0.07959223,0.02624863,0.03161494,0.3769119,0.002149133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917864,0.003801303,0.000005688469,0.001267125,0.00007579494,0.0002752875,0.00002202671,0.0009361642,0.001830163],"genre_scores_gemma":[0.9950938,0.004318943,0.00003054384,0.00004690911,0.000009014638,0.0001328821,0.00002962895,0.00001840858,0.000319835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.360928,"threshold_uncertainty_score":0.3097405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0846350516169412,"score_gpt":0.4231544112229051,"score_spread":0.338519359605964,"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."}}