{"id":"W4300559870","doi":"","title":"Multimodal three-dimensional vision for wildland fires detection and analysis","year":2017,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Moncton","funders":"","keywords":"Computer science; Remote sensing; Computer vision; Artificial intelligence; Environmental science; Geology","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":[0.001303132,0.0001338988,0.0001906242,0.0001316335,0.0007072988,0.0002644308,0.0002338111,0.0001006199,0.00002418523],"category_scores_gemma":[0.0003602486,0.0001347957,0.0001204798,0.0001309373,0.00008780316,0.0001973791,0.0000799847,0.0001047868,0.000008169669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003489831,"about_ca_system_score_gemma":0.00001072669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000717175,"about_ca_topic_score_gemma":0.008272271,"domain_scores_codex":[0.9989516,0.0002515929,0.0002199939,0.0002596521,0.0001518932,0.0001652996],"domain_scores_gemma":[0.9982943,0.0003920136,0.0001114054,0.0007467957,0.0003625813,0.00009290569],"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":[0.0001256901,0.0003153637,0.04487158,0.0003416387,0.001180309,0.000004949892,0.003922691,0.007580436,0.1111083,0.003605315,0.0008644316,0.8260793],"study_design_scores_gemma":[0.0005126399,5.78676e-7,0.1194726,0.00009113929,0.00006296214,0.000004540834,0.000009230558,0.860942,0.01417912,0.0001591886,0.004405696,0.0001603112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6705806,0.0003150088,0.3236149,0.001127348,0.0002603579,0.000302013,0.00003686087,0.0002631003,0.003499828],"genre_scores_gemma":[0.9936548,0.00003374025,0.005462435,0.00001098215,0.0000188848,0.00003314826,0.00003779328,0.00002015341,0.0007280631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8533616,"threshold_uncertainty_score":0.5496811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008652540659550819,"score_gpt":0.217643968543879,"score_spread":0.2089914278843282,"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."}}