{"id":"W4372269186","doi":"10.1109/icaccs57279.2023.10112804","title":"IoT and AI based Forest Fire Prediction and Animal Monitoring System","year":2023,"lang":"en","type":"article","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Population; Computer science; Internet of Things; Identification (biology); Vital signs; Computer security; Medicine; Environmental health; Ecology","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":[0.0003208668,0.0006661701,0.0007063824,0.001132299,0.0004458801,0.0006884653,0.0009536653,0.0006371369,0.002920859],"category_scores_gemma":[0.0004898816,0.0002176714,0.0004054649,0.0006065247,0.0001455872,0.0008004202,0.0005000653,0.0003905195,0.0009787915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003610331,"about_ca_system_score_gemma":0.0003124907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737839,"about_ca_topic_score_gemma":0.002507523,"domain_scores_codex":[0.9997049,0.00002347103,0.0000414023,0.00009109554,0.00009152431,0.0000476344],"domain_scores_gemma":[0.9997413,0.00005431441,0.00004588599,0.00003405979,0.00009391725,0.00003051516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002865213,0.001976316,0.05796839,0.0009321963,0.0003629169,0.002520474,0.0003307549,0.1001684,0.1276123,0.003865801,0.03095297,0.6704441],"study_design_scores_gemma":[0.00008824844,0.0003468533,0.01761916,0.00005289256,0.0001043176,0.0004821426,0.00009419835,0.9571938,0.0166328,0.001810209,0.005524119,0.00005124279],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3765579,0.002354167,0.5517382,0.001238561,0.001237993,0.000865633,0.004170972,0.02372938,0.03810723],"genre_scores_gemma":[0.9562744,0.0004610055,0.03552829,0.0003333504,0.0001395007,0.0003012544,0.001770221,0.00004594783,0.005145913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002920859,"threshold_uncertainty_score":0.009771287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006522877844114631,"score_gpt":0.201628392473694,"score_spread":0.1951055146295793,"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."}}