{"id":"W4399443244","doi":"10.1177/07349041241257262","title":"Thermal response of timber connections using densified wood dowels under fire","year":2024,"lang":"en","type":"article","venue":"Journal of Fire Sciences","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Pyrolysis; Subroutine; Thermogravimetric analysis; Thermal; Kinetic energy; Materials science; Connection (principal bundle); Structural engineering; Biomass (ecology); Computer science; Thermal analysis; Composite material; Environmental science; Process engineering; Engineering; Waste management; Geology; Thermodynamics; Chemical engineering","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":[0.0003996182,0.00007073783,0.0001175955,0.0001015373,0.00009383146,0.00007716101,0.0001031427,0.00003243654,0.0001037126],"category_scores_gemma":[0.000027007,0.00004530714,0.0000799461,0.0002923075,0.000116213,0.0003223563,0.00001008219,0.00009127142,0.000007109191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003547408,"about_ca_system_score_gemma":0.000100354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001303535,"about_ca_topic_score_gemma":0.000003773202,"domain_scores_codex":[0.9993947,0.0000381333,0.0002058645,0.00005794222,0.0001912123,0.000112194],"domain_scores_gemma":[0.9996781,0.0001532809,0.00004037776,0.00004927789,0.0000429964,0.00003591057],"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":[0.0002752508,0.00008777613,0.001659834,0.0001467787,0.0005789032,0.0001945827,0.006249671,0.6780484,0.2955243,0.0004749307,0.003079074,0.01368045],"study_design_scores_gemma":[0.001270801,0.00205286,0.02634655,0.002292595,0.0005252886,0.001319823,0.006211555,0.6978648,0.2532008,0.002020368,0.006062725,0.0008318166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930711,0.004946778,0.00008117989,0.0004295422,0.000714782,0.00002736421,0.000002209889,0.00002559559,0.0007014467],"genre_scores_gemma":[0.9990335,0.00005287378,0.0006204293,0.00001129349,0.00009386958,3.370289e-7,6.392768e-8,0.000006602577,0.0001810357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04232347,"threshold_uncertainty_score":0.1847572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04944938592774749,"score_gpt":0.2768896542175359,"score_spread":0.2274402682897884,"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."}}