{"id":"W3000382315","doi":"10.1002/fam.2771","title":"Rectification of “restrained vs unrestrained”","year":2020,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Standardization; Fire safety; Fire protection engineering; Fire resistance; Engineering; Forensic engineering; Boundary (topology); Roof; Fire test; Architectural engineering; Construction engineering; Civil engineering; Computer science; Mathematics","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":[0.0001246343,0.0001101112,0.0002496397,0.00001708523,0.0000167595,0.0000369566,0.00007130314,0.00006779253,0.0002470243],"category_scores_gemma":[0.00008641888,0.0001062857,0.00001655206,0.0000602563,0.00002868655,0.00007620305,0.00001859181,0.0000237328,0.00002855472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005481301,"about_ca_system_score_gemma":0.000007238168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002128612,"about_ca_topic_score_gemma":4.134004e-7,"domain_scores_codex":[0.9994113,0.00003781563,0.0002480453,0.0001225806,0.00006413574,0.0001160769],"domain_scores_gemma":[0.9997247,0.00004234544,0.00004288593,0.0001110053,0.00001730853,0.00006176712],"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":[0.00003840885,0.000001656258,0.000007575128,0.0003897401,0.00001542291,0.000002806848,0.0002491293,0.00001257178,0.9956533,0.0002742418,0.001561846,0.001793298],"study_design_scores_gemma":[0.0002382936,0.0001009568,0.001971933,0.00003645071,0.00001552435,0.000003369972,0.00001514914,0.0003068262,0.9939712,0.00007299065,0.003137402,0.0001298639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998083,0.00007834827,0.000127701,0.0003296938,0.0003938377,0.0001845328,0.0001046705,0.000221769,0.0004764253],"genre_scores_gemma":[0.999123,0.00006383742,0.0004491185,0.00008218129,0.0001933164,0.0000157738,0.00003307475,0.00002485604,0.0000148103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001964358,"threshold_uncertainty_score":0.4334205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164596741038516,"score_gpt":0.1883983638013582,"score_spread":0.176752396390973,"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."}}