{"id":"W7100079761","doi":"","title":"Consideration of reliability and performance of fire protection systems in FiRECAM™","year":2000,"lang":"en","type":"article","venue":"","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Fire protection; Fire safety; Fire detection; Firefighting; Active fire protection; Building code; Smoke","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002331967,0.0000525276,0.0001214843,0.00003298484,0.00001647075,0.00000710324,0.00002682801,0.00005683936,0.00007300255],"category_scores_gemma":[0.00001770481,0.00004838501,0.00001308706,0.0001127574,0.00003235538,0.00008237777,0.000004963335,0.00008825342,0.000003589465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002955872,"about_ca_system_score_gemma":0.00001042297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004701178,"about_ca_topic_score_gemma":0.0001761586,"domain_scores_codex":[0.9994861,0.0000219755,0.00022812,0.00007849473,0.00009853912,0.00008669896],"domain_scores_gemma":[0.9997966,0.00002775616,0.00001354114,0.0001223042,0.0000213631,0.00001840016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002244399,0.000128771,0.06557224,0.004698417,0.00003124319,7.298089e-7,0.001019532,0.7424075,0.0168333,0.0003336559,0.000277706,0.1684725],"study_design_scores_gemma":[0.0001537765,0.00003646715,0.06746899,0.00006216172,0.000001187615,0.000003611588,0.000009519016,0.9312859,0.0004916663,0.00002416338,0.0004090923,0.0000534312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977248,0.0001392514,0.0001503467,0.00005054078,0.00002872041,0.0002669122,0.000004702923,0.0000246834,0.00160999],"genre_scores_gemma":[0.9992663,0.0003148365,0.0001835547,0.000001007156,0.000006462157,0.0000158946,0.000004428143,0.000005980601,0.0002014956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1888784,"threshold_uncertainty_score":0.1973083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720435717526948,"score_gpt":0.2282619566444553,"score_spread":0.2110575994691858,"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."}}