{"id":"W7090759443","doi":"10.1088/1742-6596/3121/1/012047","title":"Mapping Fire Variables Related to Costs: A Critical Review of International Fire Statistics","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fire protection; Fire safety; Data collection; Poison control; Descriptive statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.000242639,0.00009586405,0.0002945116,0.00005327846,0.00003224067,0.00004037934,0.0002638059,0.00004018804,0.000109815],"category_scores_gemma":[0.0004781649,0.00009038852,0.00005955807,0.0002733625,0.00006390726,0.0002011486,0.00006074513,0.0002657426,0.000003509455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008686366,"about_ca_system_score_gemma":0.0001756277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005633655,"about_ca_topic_score_gemma":0.000001478585,"domain_scores_codex":[0.9990095,0.00002877283,0.0004893148,0.00006703098,0.0002708999,0.0001344608],"domain_scores_gemma":[0.9986837,0.0001678068,0.00007169307,0.0001124346,0.0009052805,0.0000590918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005127881,0.00008419294,0.0003507349,0.006113743,0.0003874329,0.00003931357,0.000539805,0.001487902,0.004013895,0.6314116,0.008475264,0.3470449],"study_design_scores_gemma":[0.002127045,0.001085506,0.008121917,0.1503209,0.000329385,0.0001855683,0.003382413,0.4410699,0.01325921,0.2910928,0.08748346,0.001541823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01708081,0.01339936,0.9260262,0.01390839,0.003136946,0.0004693434,0.0007701729,0.00007849117,0.02513024],"genre_scores_gemma":[0.9592291,0.0261515,0.01389149,0.0001788745,0.00007702551,0.000005423262,0.0000264159,0.00001885612,0.0004212739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9421483,"threshold_uncertainty_score":0.3685937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599982838734047,"score_gpt":0.2919726021250691,"score_spread":0.2759727737377287,"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."}}