{"id":"W4382052671","doi":"10.1109/ispce57441.2023.10158761","title":"Flame Detection Technology Overview &amp; Certification Requirements","year":2023,"lang":"en","type":"article","venue":"","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Certification; Computer science; Systems engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001199914,0.00007774221,0.00008471067,0.0002665285,0.00005468557,0.00001367832,0.00006954738,0.0001038978,0.0001232346],"category_scores_gemma":[0.00002025477,0.00007816999,0.00003152074,0.0009253236,0.0000134529,0.00007794175,0.00001355319,0.00007479884,0.004378097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006870558,"about_ca_system_score_gemma":0.000002583369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437101,"about_ca_topic_score_gemma":0.0001354465,"domain_scores_codex":[0.9994264,0.00001122651,0.0001886034,0.0001205218,0.00009994033,0.0001532979],"domain_scores_gemma":[0.9996936,0.000008558184,0.00001655402,0.0002289651,0.00002540489,0.00002686346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007003483,0.00001311294,0.0003539975,0.0002372846,0.00006852076,0.000002534783,0.0002323196,0.003657325,0.6745265,0.001106263,0.00960075,0.3101945],"study_design_scores_gemma":[0.0003131297,0.00003093488,0.005591587,0.00004775449,0.00001006455,0.00002331875,0.0002679148,0.1020611,0.1054353,0.0009134094,0.7849612,0.0003442453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8272915,0.000765185,0.09680488,0.001645533,0.006680465,0.0009508013,0.000008364004,0.02598716,0.03986611],"genre_scores_gemma":[0.9963956,0.000165875,0.00007714384,0.00001718985,0.00004875271,0.00005895869,0.00001004546,0.00002114396,0.003205231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7753605,"threshold_uncertainty_score":0.9963971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06084276071299052,"score_gpt":0.2756664330763431,"score_spread":0.2148236723633526,"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."}}