{"id":"W2597748553","doi":"","title":"Literature Review on the Effects of Pollution on Respiratory Illnesses in Hamilton and its Cost on the Healthcare System.","year":2016,"lang":"en","type":"article","venue":"Global Health: Annual Review","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"COPD; Health care; Environmental health; Medicine; Human health; Pulmonary disease; Pollution; Health problems; Environmental pollution; Intensive care medicine; Psychiatry; Environmental protection; Environmental science; Economics; Economic growth; Biology; Ecology","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":[0.001424307,0.0007031608,0.001444427,0.006702603,0.000408787,0.00123469,0.0009711061,0.001108239,0.01040393],"category_scores_gemma":[0.004525211,0.0004244146,0.001488006,0.0141267,0.0004328949,0.001402044,0.0007130155,0.0006736302,0.0010042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00262528,"about_ca_system_score_gemma":0.01045088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04219494,"about_ca_topic_score_gemma":0.1113969,"domain_scores_codex":[0.999188,0.0001764804,0.0001939592,0.00007433397,0.0003134362,0.00005381667],"domain_scores_gemma":[0.9962435,0.002050731,0.0006324563,0.00004598451,0.0009196994,0.0001077812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001208153,0.00004415715,0.00122776,0.2372932,0.0007798041,0.0003416442,0.0004374962,0.0004183517,0.0003584121,0.002451368,0.136557,0.6199699],"study_design_scores_gemma":[0.00003099129,0.0001091511,0.01515954,0.2341422,0.002322657,0.001127185,0.0006929736,0.00009077897,0.0001990582,0.001232106,0.7448514,0.00004197051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001789305,0.9974685,0.0000372647,0.0008911347,0.0002020454,0.00001234712,0.0001960289,0.000003556547,0.001010285],"genre_scores_gemma":[0.001140187,0.9979582,0.000106113,0.0003211978,0.0000876324,0.000009716822,0.0001142241,0.000001195862,0.000261521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.957805,"threshold_uncertainty_score":0.08389866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675216195167452,"score_gpt":0.3575054257463581,"score_spread":0.3207532637946836,"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."}}