{"id":"W3187189595","doi":"10.3390/s21165402","title":"Sensors for Fire and Smoke Monitoring","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; York University","funders":"","keywords":"Smoke; Civilization; Engineering; Architectural engineering; Environmental science; Computer science; Forensic engineering; Computer security; Waste management; History; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.00004910486,0.0000874211,0.000114915,0.00002301837,0.00005998707,0.00002584191,0.000021512,0.00006429144,0.00001095241],"category_scores_gemma":[0.00003566979,0.00009455829,0.00004497687,0.00008163411,0.000009650955,0.00002855186,0.00000759733,0.00006711516,0.00001297148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002302851,"about_ca_system_score_gemma":0.000004479135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001328261,"about_ca_topic_score_gemma":0.000005062432,"domain_scores_codex":[0.9995332,0.00001274315,0.0001185339,0.0001211046,0.00006336192,0.0001510894],"domain_scores_gemma":[0.9997258,0.00005516028,0.000009852301,0.0001180025,0.00003440391,0.00005675072],"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":[0.0001616823,0.0001180886,0.04970995,0.004660763,0.001263522,0.0006742453,0.01637664,0.3447773,0.2113482,0.001378562,0.01379578,0.3557353],"study_design_scores_gemma":[0.001457905,0.00006540576,0.03490322,0.0002046851,0.00005144575,0.0003363969,0.00453907,0.4509269,0.2356356,0.0001148499,0.2708904,0.0008741141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963279,0.0004888781,0.00007348626,0.00008841448,0.001240372,0.00008427781,0.000009999755,0.0002452391,0.001441416],"genre_scores_gemma":[0.9976654,0.0001053551,0.0003541549,0.000008760355,0.0002587063,0.000008655865,0.00000247864,0.00002728084,0.001569226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3548611,"threshold_uncertainty_score":0.3855975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736827008493812,"score_gpt":0.2271256578017504,"score_spread":0.2097573877168122,"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."}}