{"id":"W4410567488","doi":"10.1016/j.firesaf.2025.104432","title":"Quantitative review of experimental tests and theoretical models of flashover occurrence in compartment fires","year":2025,"lang":"en","type":"article","venue":"Fire Safety Journal","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Compartment (ship); Forensic engineering; Poison control; Engineering; Arc flash; Environmental science; Medical emergency; Medicine; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008233633,0.001555233,0.001218049,0.005445986,0.0003136257,0.00178348,0.002072039,0.001054935,0.001615131],"category_scores_gemma":[0.02172119,0.0005838606,0.00196339,0.003762884,0.0006334896,0.002114043,0.0004764541,0.0006169486,0.0005522507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002202983,"about_ca_system_score_gemma":0.001834332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004003127,"about_ca_topic_score_gemma":0.004464667,"domain_scores_codex":[0.9960778,0.000984821,0.0004919934,0.0006548695,0.001653513,0.0001370431],"domain_scores_gemma":[0.9741382,0.01703401,0.002707115,0.001024075,0.005006878,0.0000897228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007277599,0.0004195806,0.0454106,0.05229186,0.001762374,0.000620142,0.0008362393,0.2168378,0.02328375,0.01198467,0.007178261,0.638647],"study_design_scores_gemma":[0.000127408,0.00544925,0.1827003,0.02702802,0.00635878,0.002290198,0.003733299,0.4042928,0.1833659,0.01821301,0.1655648,0.0008762876],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3921626,0.3088003,0.2607115,0.001184007,0.0005474824,0.0006592687,0.009035609,0.001166868,0.02573246],"genre_scores_gemma":[0.8136762,0.1400964,0.03773079,0.0002940376,0.0001686425,0.0004717694,0.005280526,0.0001653967,0.002116095],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008233633,"threshold_uncertainty_score":0.04354417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707185513023559,"score_gpt":0.3153114565146591,"score_spread":0.2982396013844235,"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."}}