{"id":"W2156158219","doi":"10.1002/fam.880","title":"Thermal properties of lightweight‐framed construction components at elevated temperatures","year":2005,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"FPInnovations","keywords":"Thermal conductivity; Thermal expansion; Thermal; Thermal bridge; Materials science; Thermal mass; Thermal insulation; Composite material; Thermal transmittance; Fire resistance; Gypsum; Structural engineering; Thermal resistance; Engineering; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002849871,0.0001046832,0.0001646931,0.00002107187,0.0000497792,0.00002779052,0.00003246505,0.00005271961,0.0001429824],"category_scores_gemma":[0.000002164332,0.00006983854,0.00001473333,0.00002132152,0.00004418436,0.0000987384,0.00001814819,0.00002051514,0.00002300406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345277,"about_ca_system_score_gemma":0.000002823378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002327717,"about_ca_topic_score_gemma":0.000003456246,"domain_scores_codex":[0.9995983,0.00001776207,0.0001552614,0.00007138342,0.00005459626,0.0001027458],"domain_scores_gemma":[0.9998628,0.000004176407,0.00002330757,0.0000718115,0.00001559813,0.0000222698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005975075,0.00001016711,0.0002367035,0.00009215809,0.00005275312,8.45127e-7,0.0003557455,0.00001538028,0.998272,0.00003174871,0.000247153,0.0006256067],"study_design_scores_gemma":[0.0002743652,0.00002702188,0.001649473,0.00006257778,0.00001821814,0.000006959254,0.00001488547,0.00006863921,0.9952109,0.000007686188,0.002569361,0.00008990053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997753,0.001500679,2.831757e-7,0.00005948319,0.0002246734,0.0001178125,0.00002244414,0.0001041513,0.0002175257],"genre_scores_gemma":[0.9991812,0.0002140264,0.0001650284,0.00001216644,0.0001008631,0.00001362718,0.00002446684,0.00001371025,0.0002748765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003061076,"threshold_uncertainty_score":0.2847933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238579740617617,"score_gpt":0.1746017065176894,"score_spread":0.1622159091115132,"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."}}