{"id":"W7128515259","doi":"10.35631/ijirev.723026","title":"BIBLIOMETRIC ANALYSIS ON THE EVOLUTION OF FIRE RESISTANCE IN TIMBER STRUCTURE","year":2025,"lang":"","type":"article","venue":"International Journal of Innovation and Industrial Revolution","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Charring; Consistency (knowledge bases); Resistance (ecology); Field (mathematics); Bibliometrics; Fire resistance; Sustainability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008690257,0.0006239893,0.001301099,0.1511191,0.001096007,0.004685799,0.000941416,0.0007332538,0.004644134],"category_scores_gemma":[0.06034735,0.0002512294,0.001584232,0.2109611,0.001121635,0.004278178,0.002879025,0.0004463851,0.0008341144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002905949,"about_ca_system_score_gemma":0.005400027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006511653,"about_ca_topic_score_gemma":0.00784579,"domain_scores_codex":[0.9869478,0.002354627,0.003413492,0.001414468,0.005155948,0.0007136999],"domain_scores_gemma":[0.9209511,0.04904059,0.0146022,0.00187056,0.01229319,0.001242424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003830268,0.0001233503,0.5676022,0.0398989,0.001904763,0.001420365,0.01327596,0.003858386,0.002950548,0.01390494,0.0203221,0.3343554],"study_design_scores_gemma":[0.00004183652,0.0001896032,0.856032,0.01001808,0.002527213,0.002372601,0.01939113,0.005222657,0.002647711,0.007886304,0.09349176,0.0001791549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7856627,0.07356454,0.005711691,0.003559211,0.000289441,0.0006784807,0.07737424,0.0004368227,0.05272293],"genre_scores_gemma":[0.931205,0.03519098,0.005715803,0.0001504296,0.0002633709,0.0005907234,0.02468783,0.00007566888,0.002120194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8488809,"threshold_uncertainty_score":0.045959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842942407064875,"score_gpt":0.2761288250750856,"score_spread":0.2576994010044368,"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."}}