{"id":"W3175567150","doi":"10.1016/j.ssci.2021.105384","title":"Human behaviour in informal settlement fires in Costa Rica","year":2021,"lang":"en","type":"article","venue":"Safety Science","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Human settlement; Informal settlements; Settlement (finance); Context (archaeology); Geography; Environmental planning; Environmental resource management; Archaeology; Business; Environmental science; Economic growth","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":[0.001511116,0.0000728758,0.00009660787,0.0001823132,0.0005232604,0.0001569984,0.0006301077,0.00003013433,0.0003192764],"category_scores_gemma":[0.0001448477,0.00007141259,0.00002471088,0.001939978,0.0007856328,0.0008247746,0.0002958147,0.0001106622,0.00003925909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001615943,"about_ca_system_score_gemma":0.0004027541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353975,"about_ca_topic_score_gemma":0.02454999,"domain_scores_codex":[0.9981388,0.00006877954,0.0002484681,0.0002912355,0.0007286273,0.0005241216],"domain_scores_gemma":[0.9995738,0.00002530175,0.00004935612,0.0001966673,0.00005677027,0.00009816037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007017813,0.0001736538,0.8942693,0.00000875443,0.000001265958,0.00007795975,0.02734929,0.0002604509,0.0005115227,0.06085084,0.0005015412,0.01598836],"study_design_scores_gemma":[0.0002321761,0.00001511865,0.9659507,0.00003308429,0.000001420068,2.827086e-7,0.01452084,0.00004720788,0.0001051145,0.0007222001,0.01825629,0.0001155972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.773797,0.00004423628,0.0000121277,0.001921841,0.0002247904,0.000169445,0.000004357449,0.00002088284,0.2238054],"genre_scores_gemma":[0.9967996,0.00004395119,0.0001183086,0.000249946,0.00002543497,0.000007738534,0.000003044621,0.000002217809,0.002749798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2230026,"threshold_uncertainty_score":0.9932494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470407753179135,"score_gpt":0.321873368359044,"score_spread":0.3071692908272526,"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."}}