{"id":"W7020955070","doi":"","title":"Modeling childhood wheezing in small areas in Manitoba","year":2022,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Longitudinal study; Poisson regression; Logistic regression; Population; Respiratory sounds; Pregnancy; Population based study; Longitudinal data","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001153779,0.001037265,0.0006183706,0.001134386,0.001227409,0.001378908,0.002866879,0.0009766658,0.003433684],"category_scores_gemma":[0.002574239,0.0008602668,0.001306524,0.001399502,0.0007528318,0.0004009443,0.001513756,0.0008057262,0.0003585503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156938,"about_ca_system_score_gemma":0.0111052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9213739,"about_ca_topic_score_gemma":0.9081269,"domain_scores_codex":[0.9994926,0.0001686117,0.00001684676,0.0001238856,0.00003908929,0.0001589647],"domain_scores_gemma":[0.9989091,0.0004536641,0.0001233428,0.00005563128,0.000261304,0.0001970228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002808545,0.0003308046,0.5274264,0.0001308411,0.0005160063,0.0007662482,0.0007758638,0.455227,0.0007677902,0.002451783,0.003796021,0.007530267],"study_design_scores_gemma":[0.0001275078,0.0001554309,0.1760806,0.000102305,0.0001946779,0.0001286342,0.002572647,0.8144062,0.0002411299,0.001241817,0.004701331,0.00004764998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894025,0.0005535035,0.003305147,0.0006903062,0.00003519241,0.0001204727,0.004223449,0.0001445541,0.001524847],"genre_scores_gemma":[0.9897442,0.0003692273,0.00394901,0.0001128856,0.00001504712,0.0001321187,0.003107633,0.00002509218,0.002544563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0786261,"threshold_uncertainty_score":0.1581782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630416024650252,"score_gpt":0.2172689763576168,"score_spread":0.2009648161111143,"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."}}