{"id":"W134956683","doi":"10.7287/peerj.preprints.757v1","title":"Ambient air pollution and depressive symptoms","year":2014,"lang":"en","type":"preprint","venue":"","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Health Canada","funders":"","keywords":"Depression (economics); Depressive symptoms; Air pollution; Emergency department; Environmental health; Odds ratio; Air pollutants; Medicine; Mental health; Odds; Psychiatry; Logistic regression; Internal medicine; Anxiety","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":[0.0005459384,0.0001368773,0.0002177636,0.0003053198,0.0001441629,0.000422155,0.0001147633,0.0003033934,0.001880991],"category_scores_gemma":[0.00194416,0.00008508582,0.0002404259,0.0004388807,0.0001613048,0.00011273,0.0002105732,0.0002564897,0.0001219944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462362,"about_ca_system_score_gemma":0.0001808706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981568,"about_ca_topic_score_gemma":0.001208168,"domain_scores_codex":[0.9996918,0.000128724,0.00002097139,0.0000503485,0.00007217889,0.00003594749],"domain_scores_gemma":[0.9989718,0.0004084117,0.0003255704,0.00003851996,0.0001029191,0.0001527976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005239244,0.0001388816,0.9901355,0.0001075905,0.0002882421,0.0001646689,0.00007700548,0.0001034882,0.0005215813,0.00008476057,0.0003251778,0.007529188],"study_design_scores_gemma":[0.00001002689,0.0001251372,0.999129,0.00001583241,0.0000540034,0.0001560977,0.00003241123,0.00007793618,0.00005347966,0.0001181332,0.0002265138,0.000001368256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924287,0.005227497,0.0001677673,0.0002952158,0.00004119978,0.00001417599,0.0004965492,0.000004188274,0.001324625],"genre_scores_gemma":[0.9987246,0.0008245935,0.00005990527,0.00002918737,0.00003821617,0.000004405961,0.0001336673,5.581074e-7,0.0001847508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001981568,"threshold_uncertainty_score":0.006292582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02370702628914905,"score_gpt":0.2929512428697977,"score_spread":0.2692442165806486,"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."}}