{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002596611,0.0006405928,0.000769046,0.0006143542,0.0007949845,0.001200816,0.001791538,0.00198128,0.002815348],"category_scores_gemma":[0.0007557432,0.0005502321,0.0009458848,0.0005297869,0.001038188,0.001280841,0.0009534018,0.0008830249,0.0005642839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009585374,"about_ca_system_score_gemma":0.0009646855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127973,"about_ca_topic_score_gemma":0.006741336,"domain_scores_codex":[0.9998858,0.00001954225,0.000005263208,0.00002954839,0.00003091151,0.00002896731],"domain_scores_gemma":[0.9998181,0.00006576154,0.00003495688,0.0000145883,0.00004875475,0.00001782762],"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":[0.0000176999,0.00003130028,0.0005790456,0.00004839821,0.000008483104,0.000185622,0.0001332799,0.9727308,0.003773854,0.018894,0.0002897392,0.003307882],"study_design_scores_gemma":[0.000002257209,0.000006463243,0.0001103154,0.000005854979,0.000003945765,0.00002815782,0.0000228999,0.9977134,0.0002998501,0.001497795,0.0003048304,0.00000430958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.147296,0.000996549,0.8025858,0.0004036515,0.0001300814,0.000125627,0.0002651628,0.0002001364,0.04799692],"genre_scores_gemma":[0.955033,0.0009126228,0.01968594,0.00007894752,0.00005106246,0.0001604512,0.0001083499,0.00008220799,0.0238873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01127973,"threshold_uncertainty_score":0.02242815,"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."}}