{"id":"W3092900986","doi":"10.3390/jor1030017","title":"Evaluation of a Meta-Analysis of Ambient Air Quality as a Risk Factor for Asthma Exacerbation","year":2021,"lang":"en","type":"preprint","venue":"Journal of Respiration","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Asthma; Meta-analysis; Statistics; Medicine; Interquartile range; Psychology; Mathematics; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01709741,0.0001766464,0.001261057,0.0003028147,0.00007291976,0.00002793068,0.0001990179,0.0002502626,0.002040897],"category_scores_gemma":[0.003567091,0.0001459697,0.00153795,0.0004260208,0.00006073245,0.0003398983,0.0001091188,0.0003206397,0.000002684804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006268539,"about_ca_system_score_gemma":0.0004955729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408275,"about_ca_topic_score_gemma":0.001954821,"domain_scores_codex":[0.9926827,0.002340978,0.002041406,0.0002690612,0.002519048,0.0001467931],"domain_scores_gemma":[0.991348,0.0003548306,0.006778743,0.000402676,0.000994657,0.0001211324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004227145,0.0005102495,0.004427551,0.0003381057,0.03101426,5.447753e-7,0.007224793,0.9070343,0.005443451,0.00005364482,0.0002437296,0.0432866],"study_design_scores_gemma":[0.001225791,0.001288895,0.7258663,0.00006244353,0.1844336,0.000001948459,0.0007429104,0.06688425,0.01552366,0.002839239,0.0008139952,0.0003169382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426642,0.0006363859,0.05470815,0.0008073938,0.000149167,0.0006703198,0.0002775359,0.000003321601,0.00008353184],"genre_scores_gemma":[0.9939493,0.00008157784,0.005565522,0.0002421929,0.00005691756,0.00002520453,0.00004500588,0.000009246514,0.00002503793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8401501,"threshold_uncertainty_score":0.9988714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3161755828061465,"score_gpt":0.4537806365522269,"score_spread":0.1376050537460804,"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."}}