{"id":"W4409799921","doi":"10.11159/icsect25.106","title":"Diagnostic Assessment Considering Complex Damage to FireDamaged Structures","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; Korea Institute of Construction Technology","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001120695,0.0003933486,0.0004184564,0.0002298093,0.0001430656,0.0001176656,0.0003502632,0.00006509619,0.0000876535],"category_scores_gemma":[0.0001021319,0.0003336304,0.00007529113,0.0002300872,0.0001108021,0.000159689,0.0002837111,0.0002622466,0.000001683036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534925,"about_ca_system_score_gemma":0.000005395916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007143508,"about_ca_topic_score_gemma":0.000009204326,"domain_scores_codex":[0.9986951,0.000008290201,0.0003630556,0.0003179195,0.0002493725,0.000366219],"domain_scores_gemma":[0.9993153,0.0002918301,0.0000690024,0.0002017991,0.00001110201,0.0001109396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000274068,0.000007590514,0.008480302,0.001008992,0.0002125354,0.000004178091,0.0001277482,0.06767638,0.9105662,0.007338565,0.003037577,0.001512524],"study_design_scores_gemma":[0.001135626,0.00009196706,0.509841,0.001136451,0.000133672,0.00001705064,0.0001779806,0.089789,0.3915571,0.000633359,0.004560573,0.0009262352],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961226,0.0001189775,0.00005048871,0.0001676493,0.001306218,0.000571019,0.00005984013,0.0001921633,0.001411072],"genre_scores_gemma":[0.9975387,0.00002567869,0.001977874,0.0001207774,0.00004958778,0.00005068879,0.000006110391,0.00005292302,0.0001775996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5190091,"threshold_uncertainty_score":0.9999115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005328944600330106,"score_gpt":0.209448714654654,"score_spread":0.2041197700543239,"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."}}