{"id":"W4403905804","doi":"10.59934/jaiea.v4i1.680","title":"Application of Bayes Method to Predicting Vertigo Disease","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Bayes' theorem; Vertigo; Meniere's disease; Disease; Medicine; Bayesian probability; Econometrics; Computer science; Artificial intelligence; Mathematics; Internal medicine; Surgery","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":[0.002483072,0.0006014601,0.001004991,0.002641153,0.0005986254,0.001183867,0.0005754538,0.0009036357,0.001665051],"category_scores_gemma":[0.009544092,0.0003241848,0.0007475431,0.001030266,0.0002423703,0.000773939,0.000320004,0.0006951304,0.0003656538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004912262,"about_ca_system_score_gemma":0.001240546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012072,"about_ca_topic_score_gemma":0.005318336,"domain_scores_codex":[0.9987023,0.0004562488,0.0001661553,0.0002354497,0.0003393737,0.0001004278],"domain_scores_gemma":[0.9954628,0.003540429,0.0002316706,0.00008604107,0.0005831224,0.00009597147],"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":[0.0009581255,0.0004912147,0.1787984,0.0006279599,0.0006230416,0.0009329969,0.000546312,0.2323697,0.003115131,0.00785145,0.008711428,0.5649743],"study_design_scores_gemma":[0.00005152502,0.0001678105,0.01597322,0.0001392955,0.0001303738,0.0004585697,0.0001497148,0.9700763,0.0009172465,0.009895197,0.001990845,0.00004989135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2646559,0.006543476,0.713729,0.001778197,0.0007192712,0.0004489729,0.001437105,0.001331277,0.009356713],"genre_scores_gemma":[0.8756852,0.001590783,0.1194163,0.000171947,0.0003478877,0.0001534374,0.0007614083,0.00002757016,0.001845427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01012072,"threshold_uncertainty_score":0.0201236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689762415738698,"score_gpt":0.2767589305561859,"score_spread":0.2598613063987989,"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."}}