{"id":"W4399474324","doi":"10.55041/ijsrem35598","title":"Analysis of Patient Condition Classification Methods Utilizing Drug Reviews","year":2024,"lang":"en","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"Imbalanced Data Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Categorization; Bridging (networking); The Internet; Medicine; Computer science; Psychology; Artificial intelligence; World Wide Web","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":[0.002617436,0.0009276973,0.0009766226,0.006187425,0.0003603717,0.001238714,0.0004725845,0.000906646,0.001334865],"category_scores_gemma":[0.01073313,0.0001279801,0.000774182,0.002797385,0.0002961564,0.0006606798,0.0003925008,0.0006267987,0.000868649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652267,"about_ca_system_score_gemma":0.0006211335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002450292,"about_ca_topic_score_gemma":0.001705445,"domain_scores_codex":[0.9972613,0.0004363385,0.0004659415,0.000556827,0.001073664,0.0002059473],"domain_scores_gemma":[0.9919252,0.004831408,0.0008709727,0.0003877092,0.00178799,0.000196729],"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":[0.00159182,0.0008023857,0.1598442,0.0008654951,0.0004105708,0.0008707033,0.0004699621,0.01534239,0.01431745,0.0009246287,0.01130431,0.793256],"study_design_scores_gemma":[0.0001308389,0.001507352,0.2182887,0.000188809,0.0004663336,0.002265404,0.0009155193,0.7377443,0.0220739,0.003513861,0.01277352,0.0001315274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582068,0.005724833,0.212133,0.001555409,0.00119129,0.00105274,0.01395064,0.001856114,0.004329052],"genre_scores_gemma":[0.9293981,0.0007124504,0.05921569,0.0001261689,0.0004874838,0.0004437827,0.008059316,0.00004593553,0.001511159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006187425,"threshold_uncertainty_score":0.01384246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09627384327420858,"score_gpt":0.4368319493970003,"score_spread":0.3405581061227917,"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."}}