{"id":"W7042806372","doi":"","title":"Prevalence of asthma symptoms among adults aged 20â44 years in Canada","year":2001,"lang":"en","type":"article","venue":"PubMed Central","topic":"Imbalanced Data Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Asthma; Epidemiology; MEDLINE; Population; Prevalence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002626007,0.00009855024,0.0001294659,0.00008233507,0.00001751491,0.00002676935,0.0009965504,0.00003888925,0.0000162185],"category_scores_gemma":[0.00009128505,0.0001070172,0.00002482458,0.0004165192,0.00004685936,0.0004457149,0.0001179742,0.0001339837,0.000001832198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005896676,"about_ca_system_score_gemma":0.0004574439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2283671,"about_ca_topic_score_gemma":0.3534373,"domain_scores_codex":[0.9981897,0.00006517379,0.0002874794,0.0003169165,0.0003312067,0.0008095615],"domain_scores_gemma":[0.9990403,0.00004014966,0.0001339154,0.0005719839,0.00002809148,0.000185576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008803489,0.00003303069,0.9388303,0.00002872183,0.000003870758,0.00003185414,0.0001992544,0.00003046713,0.00004196891,0.0007759278,0.0009974419,0.05901839],"study_design_scores_gemma":[0.000228612,0.000008819188,0.9945737,0.00003889489,0.000001090234,0.000004997113,0.00001281758,0.002789014,0.001710415,0.00005865208,0.0004626482,0.0001104047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855428,0.00005702488,0.0132235,0.0001218628,0.0002972084,0.0003402082,0.00002432399,0.00008787545,0.00030523],"genre_scores_gemma":[0.9971358,0.00008217997,0.002455595,0.00007320446,0.00002897665,0.00008780358,0.00000644993,0.000006441399,0.0001235307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1250702,"threshold_uncertainty_score":0.7767712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007340934129597527,"score_gpt":0.1908628338929862,"score_spread":0.1835218997633886,"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."}}