{"id":"W2744502852","doi":"10.6028/nist.gcr.02-843-1","title":"Analysis of needs and existing capabilities for full-scale fire resistance testing","year":2008,"lang":"en","type":"report","venue":"","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Standards and Technology; Victoria University; Commonwealth Scientific and Industrial Research Organisation; National Research Council Canada; Canadian Institute of Steel Construction","keywords":"Forensic engineering; Fireproofing; Environmental science; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009992845,0.00098706,0.0006891566,0.002498608,0.0007508862,0.002433763,0.003959219,0.001038706,0.02111989],"category_scores_gemma":[0.02230021,0.0004712883,0.0008881955,0.001388685,0.00065833,0.006446059,0.001880031,0.001028415,0.007091058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662881,"about_ca_system_score_gemma":0.00313718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003125098,"about_ca_topic_score_gemma":0.004886941,"domain_scores_codex":[0.993895,0.001031977,0.0003384969,0.0005045369,0.003619804,0.000610173],"domain_scores_gemma":[0.9698216,0.01037074,0.00129561,0.003534677,0.01373058,0.001246611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002085632,0.00191255,0.09856966,0.002585416,0.000122007,0.001432673,0.001503284,0.03114144,0.1011794,0.02161583,0.01461945,0.7232327],"study_design_scores_gemma":[0.0003766071,0.007874622,0.1600763,0.001817754,0.0004784701,0.005567476,0.006900129,0.3453169,0.1923409,0.03991098,0.2389164,0.0004234499],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5146741,0.002333088,0.2802876,0.006198345,0.0002716344,0.002650867,0.006510912,0.009033181,0.1780403],"genre_scores_gemma":[0.8237946,0.000935483,0.15158,0.0004003244,0.00009765454,0.0009582607,0.00570385,0.0006313297,0.01589857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02111989,"threshold_uncertainty_score":0.07065308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486944966902952,"score_gpt":0.2544651165547133,"score_spread":0.2095956668856838,"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."}}