{"id":"W2768546781","doi":"10.1088/1361-6501/aa9cf3","title":"A multimodal 3D framework for fire characteristics estimation","year":2017,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Moncton","funders":"","keywords":"Estimation; Computer science; Artificial intelligence; Engineering; Systems 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":[],"consensus_categories":[],"category_scores_codex":[0.0006780123,0.00007098598,0.00009850978,0.0001080802,0.0005912926,0.00009838996,0.000237008,0.00009893788,0.000003012579],"category_scores_gemma":[0.001323732,0.0000666125,0.00001040962,0.0001176736,0.0002659843,0.0001498981,0.00002976756,0.00008545774,0.000008303421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009809763,"about_ca_system_score_gemma":0.000029055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004774669,"about_ca_topic_score_gemma":0.000005679258,"domain_scores_codex":[0.9992557,0.000001951848,0.0001130299,0.0001488695,0.0002990944,0.0001813288],"domain_scores_gemma":[0.9993402,0.000007462551,0.00004571582,0.0002973814,0.0002755468,0.00003368452],"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":[0.000006426263,0.00001690089,0.001772686,0.00009249967,0.00001282489,0.000001327238,0.0001030127,0.00006731656,0.03093942,0.007595947,0.0001575986,0.9592341],"study_design_scores_gemma":[0.0003619687,0.00009983145,0.01996235,0.0001188561,0.00001152268,0.00001312575,0.00007743137,0.9508083,0.01406568,0.003731114,0.01051917,0.0002306723],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4384426,0.0002581872,0.5499722,0.004056687,0.003199074,0.001045947,0.00001522991,0.00123668,0.001773473],"genre_scores_gemma":[0.9906464,0.00001258745,0.009227789,0.00001185824,0.00003112965,0.00005699043,3.200235e-7,0.000006293541,0.000006660373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9590034,"threshold_uncertainty_score":0.4547804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681734846088496,"score_gpt":0.2559132071275321,"score_spread":0.2290958586666472,"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."}}