{"id":"W7162137212","doi":"10.7202/1125289ar","title":"The Future on Fire","year":2025,"lang":"en","type":"article","venue":"RACAR Revue d art canadienne","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001469582,0.00008441255,0.00008609037,0.00003850821,0.0001994302,0.00003417999,0.0002060125,0.00005428229,0.00002389855],"category_scores_gemma":[0.00002457547,0.0000662524,0.00004704078,0.0002033666,0.00002281163,0.00002124924,0.00002176398,0.0002382703,0.00008896769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652678,"about_ca_system_score_gemma":0.00002618032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009596588,"about_ca_topic_score_gemma":0.01835712,"domain_scores_codex":[0.999376,0.00001246742,0.0001011947,0.0001082475,0.00004985967,0.0003522159],"domain_scores_gemma":[0.9995018,0.00007765886,0.00000659292,0.0003031219,0.00002483467,0.00008600914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001906561,0.00001003547,0.0002499487,0.0001055764,0.00008791011,0.00005914407,0.0001688336,0.008142974,0.0001426855,0.2208141,0.1097182,0.6604815],"study_design_scores_gemma":[0.00007350375,0.00001425856,0.001680174,0.00003294374,0.000003088894,0.000003053938,0.00006532444,0.09168889,0.00001655205,0.0004956397,0.905857,0.00006955984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8437421,0.002006693,0.00008489617,0.01754337,0.003456544,0.0003514392,0.00006124211,0.0002174138,0.1325363],"genre_scores_gemma":[0.9659017,0.0007713155,0.00002507294,0.0001845322,0.0003092893,0.00002531035,0.00002043416,0.00002127708,0.03274102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7961388,"threshold_uncertainty_score":0.9995553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002880891870190972,"score_gpt":0.1865244278997559,"score_spread":0.183643536029565,"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."}}