{"id":"W2886320157","doi":"10.1016/j.envint.2018.07.011","title":"Leveraging the Canadian Health Measures Survey for environmental health research","year":2018,"lang":"en","type":"review","venue":"Environment International","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada; BC Centre for Disease Control","funders":"Health Canada; Public Health Agency; Public Health Agency of Canada","keywords":"Environmental health; Environmental epidemiology; Environmental data; Environmental planning; Data science; Geography; Computer science; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01740568,0.002380375,0.004747489,0.01644027,0.001374239,0.004526109,0.003442803,0.00233641,0.006583491],"category_scores_gemma":[0.0246785,0.0007940968,0.002811351,0.02597401,0.001805469,0.002118141,0.002728106,0.004518608,0.001344276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02295169,"about_ca_system_score_gemma":0.1132323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.707342,"about_ca_topic_score_gemma":0.8151904,"domain_scores_codex":[0.9930582,0.0009597024,0.0008077953,0.0005473935,0.004125702,0.0005011385],"domain_scores_gemma":[0.9779708,0.007226476,0.00120689,0.0005664225,0.01211977,0.0009096575],"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":[0.00006008032,0.00005116965,0.001360958,0.05521885,0.0008051325,0.00006361063,0.0001695855,0.0003733405,0.0001452606,0.006392187,0.1402152,0.7951446],"study_design_scores_gemma":[0.00003199184,0.00002291016,0.005957067,0.03916459,0.00114472,0.00007356282,0.000196584,0.0001011419,0.000132776,0.002241656,0.950875,0.0000580652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005869349,0.993746,0.0002217731,0.002404652,0.0007783679,0.00007787424,0.000862509,0.00001709634,0.001833057],"genre_scores_gemma":[0.0008446134,0.9957054,0.0008307461,0.001102031,0.0002622038,0.00004760699,0.0005648138,0.00000715148,0.0006354062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.292658,"threshold_uncertainty_score":0.588763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5661518541380837,"score_gpt":0.4905323976730233,"score_spread":0.07561945646506035,"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."}}