{"id":"W4390913450","doi":"10.1007/s10694-023-01528-y","title":"Fire Dynamics of Mass Timber Compartments with Exposed Surfaces: Development of an Analytical Model","year":2024,"lang":"en","type":"article","venue":"Fire Technology","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"FPInnovations; Université Laval","funders":"","keywords":"Charring; Char; Compartment (ship); Environmental science; Poison control; Heat flux; Pyrolysis; Structural engineering; Engineering; Materials science; Composite material; Waste management; Mechanics; Heat transfer; Geology","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":[0.0001015524,0.0001400799,0.0002735475,0.0001592921,0.00002520766,0.000008972813,0.0002533987,0.0001865132,0.0000260473],"category_scores_gemma":[0.000005288855,0.0001204448,0.00002997616,0.0004696411,0.0001383632,0.00005613093,0.00005732978,0.0002273055,0.000009451525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191825,"about_ca_system_score_gemma":0.00008834952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004057541,"about_ca_topic_score_gemma":0.00007474941,"domain_scores_codex":[0.9990528,0.000006880089,0.0002903032,0.0001900108,0.0002027993,0.0002572061],"domain_scores_gemma":[0.9995586,0.00002211843,0.00001995288,0.0002970168,0.00005617653,0.00004612466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001045756,0.0002987353,0.004580146,0.001416856,0.0008441103,0.0001253635,0.0008012722,0.8517689,0.005293503,0.03413295,0.0003021878,0.1003314],"study_design_scores_gemma":[0.0001707003,0.00009291914,0.0002090397,0.00007814021,0.00001315532,0.000005706941,0.00007783311,0.996547,0.001427488,0.001132687,0.0001199408,0.0001254327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981948,0.0001793703,0.01627661,0.0001350434,0.00003899447,0.0001359927,0.00006073154,0.0003323659,0.0008928534],"genre_scores_gemma":[0.9738958,0.00002144202,0.02580143,0.000001623777,0.000002757045,0.00001415617,0.00008087597,0.00003372076,0.0001482035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1447781,"threshold_uncertainty_score":0.4911595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182812115899945,"score_gpt":0.2603150182868825,"score_spread":0.242033806696888,"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."}}