{"id":"W4382052671","doi":"10.1109/ispce57441.2023.10158761","title":"Flame Detection Technology Overview & 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004712772,0.0009876456,0.0006559104,0.003380056,0.001711153,0.002648223,0.002025292,0.006681591,0.05810239],"category_scores_gemma":[0.009284763,0.0007961638,0.0007730552,0.0008813206,0.000833351,0.003747127,0.001682778,0.002840849,0.05781052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180583,"about_ca_system_score_gemma":0.004195011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146102,"about_ca_topic_score_gemma":0.003778884,"domain_scores_codex":[0.9930202,0.0005049797,0.0002333209,0.0003771503,0.005374873,0.0004894477],"domain_scores_gemma":[0.9871852,0.001955211,0.0007320869,0.0008118493,0.008843004,0.0004727393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003696546,0.0005722554,0.001583631,0.001506679,0.0000198407,0.0009032072,0.0002181838,0.00443095,0.07370389,0.03207712,0.6403059,0.2443087],"study_design_scores_gemma":[0.00008016857,0.0002960195,0.001498824,0.0006024651,0.00002226163,0.001391156,0.00009990871,0.004231894,0.03510706,0.005848676,0.95075,0.00007144595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01330531,0.008882165,0.2336177,0.02123894,0.003940001,0.004158931,0.009227811,0.01687448,0.6887546],"genre_scores_gemma":[0.1724613,0.01347331,0.1912915,0.01803395,0.002508979,0.00525139,0.02323694,0.003983379,0.5697592],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05810239,"threshold_uncertainty_score":0.1943718,"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."}}