{"id":"W3011958099","doi":"10.1002/fam.2822","title":"Performance of type X gypsum board on timber to non‐standard fire exposure","year":2020,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Gypsum; Environmental science; Fire protection; Forensic engineering; Engineering; Waste management; Civil engineering; Materials science; Composite material","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":[0.00007400051,0.0000946667,0.0002003299,0.00001451711,0.00002830274,0.00002402283,0.00007803571,0.00005577886,0.0002198723],"category_scores_gemma":[0.00001479436,0.00008291086,0.00001603267,0.00008209729,0.0000126628,0.00003919939,0.00004302558,0.00004535613,0.00008874272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001016649,"about_ca_system_score_gemma":0.00001065962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001096692,"about_ca_topic_score_gemma":0.000001264733,"domain_scores_codex":[0.999457,0.000008630548,0.0001503124,0.0001108093,0.0001192675,0.0001539986],"domain_scores_gemma":[0.999744,0.00001188032,0.00001248838,0.0001105135,0.00003237789,0.00008876058],"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":[0.003231705,0.00006242168,0.003540566,0.004477314,0.0002333724,0.00005923852,0.004668496,0.01349699,0.809455,0.0004343314,0.08842534,0.07191522],"study_design_scores_gemma":[0.002579745,0.008419397,0.05966666,0.0008939495,0.00006578813,0.00001138638,0.0001655937,0.2022254,0.5228621,0.00006285488,0.2015186,0.001528528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977774,0.00004885892,0.00001290009,0.0004176284,0.0002281429,0.000131741,0.0001081321,0.0000422095,0.001232984],"genre_scores_gemma":[0.9990402,0.0003207711,0.0001760661,0.0001179073,0.0001030092,0.000006816266,0.0000162761,0.00002118552,0.0001977434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2865929,"threshold_uncertainty_score":0.3381007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158223428502223,"score_gpt":0.2250809923817544,"score_spread":0.2134987580967322,"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."}}