{"id":"W77388605","doi":"10.1023/a:1019838316964","title":"Book Review: Structural Design for Fire Safety","year":2002,"lang":"en","type":"article","venue":"Fire Technology","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000122411,0.0002182717,0.0003993112,0.00006546472,0.00007008087,0.00001253683,0.000317896,0.0002842086,0.00202333],"category_scores_gemma":[0.0002094616,0.0002089272,0.00006636828,0.0002017555,0.00006772113,0.00008776132,0.00004445637,0.0001461329,0.0002446311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430643,"about_ca_system_score_gemma":0.00000440434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001277349,"about_ca_topic_score_gemma":2.501802e-7,"domain_scores_codex":[0.9990019,0.00002627213,0.0002979586,0.0002228666,0.0000741061,0.0003768765],"domain_scores_gemma":[0.9993127,0.0001196622,0.00004457341,0.0004524363,0.00003332107,0.00003729852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006835505,0.000001800609,0.000003576002,0.0007508043,0.00003631415,0.000009997071,0.00001313269,0.0001418465,0.003738805,0.0001238034,0.9244956,0.07067745],"study_design_scores_gemma":[0.0003825706,0.0001445372,0.00001251788,0.0003429654,0.00003662336,0.00005322644,0.000001641307,0.08702603,0.01869737,0.0002410609,0.8927392,0.0003222622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01376948,0.9562594,0.007534983,0.00887652,0.001926276,0.003483685,0.0001366858,0.007243024,0.0007699436],"genre_scores_gemma":[0.7453401,0.1595224,0.05918748,0.01911825,0.001342797,0.003643475,0.0001917117,0.0009110468,0.01074277],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.796737,"threshold_uncertainty_score":0.998889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031041537455245,"score_gpt":0.2157018527622196,"score_spread":0.2053914373876672,"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."}}