{"id":"W4214711641","doi":"10.3390/fire5020034","title":"Influence of Natural Fire Development on Concrete Compressive Strength","year":2022,"lang":"en","type":"article","venue":"Fire","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Compressive strength; Environmental science; Natural (archaeology); Work (physics); Building construction; Structural engineering; Materials science; Engineering; Composite material; Mechanical engineering; Geology","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":[0.00009404924,0.0001516848,0.0002239801,0.00003313086,0.0000989434,0.00001298905,0.0002399727,0.00003321644,0.0002278327],"category_scores_gemma":[0.00004215932,0.0001562857,0.00003276401,0.0001094672,0.00002712368,0.00005774056,0.0001205672,0.0001899491,0.00003357823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068473,"about_ca_system_score_gemma":0.00003119962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002331141,"about_ca_topic_score_gemma":6.166025e-7,"domain_scores_codex":[0.9991139,0.00005550981,0.000230818,0.0001486172,0.0002554237,0.0001957124],"domain_scores_gemma":[0.999532,0.0001324531,0.00005908276,0.0002102387,0.0000262468,0.00003992677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002460693,0.00001860051,0.0007038655,0.0009734753,0.0003766625,0.0001868598,0.00499469,0.4921078,0.4394336,0.0003953453,0.02206803,0.03849494],"study_design_scores_gemma":[0.001507993,0.0003809048,0.02386801,0.0003355611,0.00002709128,0.00002260288,0.0001405603,0.08953133,0.8119224,0.00001774966,0.07130414,0.0009416019],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984341,0.0002985068,9.899657e-7,0.00002311664,0.0004247088,0.0001916185,0.00007474168,0.0001869415,0.0003652455],"genre_scores_gemma":[0.9994373,0.000004183826,0.0002019878,0.00008968387,0.00003360263,0.00007118437,0.0000451618,0.00002828988,0.00008862323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4025765,"threshold_uncertainty_score":0.6373146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004980060243949196,"score_gpt":0.1953619387733042,"score_spread":0.190381878529355,"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."}}