{"id":"W7019234755","doi":"","title":"FIERAsystem: a fire risk assessment tool to evaluate fire safety in buildings and large spaces","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fire safety; Risk assessment; Plan (archaeology); Fire protection; System safety; Risk management; Safety standards","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001037607,0.0001491009,0.0002176604,0.00006560701,0.00009402351,0.00007766219,0.0001109237,0.00008011463,0.00020964],"category_scores_gemma":[0.0001325982,0.0001430878,0.00003586803,0.000254797,0.00001233956,0.00009142878,0.00005404967,0.0002743055,0.00002295673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001774923,"about_ca_system_score_gemma":0.00003978491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003937665,"about_ca_topic_score_gemma":0.0001065317,"domain_scores_codex":[0.9987518,0.00008798414,0.0002293944,0.0002322253,0.0002791514,0.0004194922],"domain_scores_gemma":[0.9995168,0.00008558638,0.0000186195,0.000224208,0.00004389791,0.0001108864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002519157,0.000463411,0.2692142,0.002199384,0.0004904916,0.0003054908,0.006451294,0.08530026,0.02781915,0.08213962,0.01590678,0.509458],"study_design_scores_gemma":[0.001171463,0.00009557488,0.04749372,0.0001488075,0.00001356482,0.00001019032,0.0001771598,0.8987398,0.0001262748,0.001875085,0.04977329,0.0003751297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823045,0.0002038201,0.002068991,0.0004210128,0.0001263697,0.0003894872,0.00005632722,0.00006655695,0.01436299],"genre_scores_gemma":[0.9944039,0.0005024318,0.004652749,0.00003387552,0.00002040022,0.00004968031,0.000005400373,0.00002755901,0.0003039806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8134395,"threshold_uncertainty_score":0.5834953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00816405728050953,"score_gpt":0.2693830959455086,"score_spread":0.2612190386649991,"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."}}