{"id":"W2396304850","doi":"10.1097/ede.0000000000000086","title":"Commentary","year":2014,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences","keywords":"Heat wave; Haze; Visibility; Power (physics); History; Meteorology; Geography; Economic history; Geology; Climate change","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001265522,0.0002393219,0.0006344601,0.00003420482,0.00009972261,0.000002818594,0.0003363501,0.000861608,0.0143951],"category_scores_gemma":[0.000465717,0.0002014806,0.00009984452,0.0000535363,0.0002454295,0.00003382305,0.0002315229,0.001343335,0.009127018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002148215,"about_ca_system_score_gemma":0.000003565899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145489,"about_ca_topic_score_gemma":0.00007297152,"domain_scores_codex":[0.9973656,0.0007779772,0.0004465188,0.0004416014,0.0001008785,0.0008674398],"domain_scores_gemma":[0.9971032,0.002018853,0.0002563017,0.0004870974,0.000002322292,0.0001321969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002434057,0.00000469938,0.01700402,0.00003537672,0.000003487755,0.00004040245,0.00002806756,0.000004318061,0.00000167088,0.000004554557,0.9814894,0.001381535],"study_design_scores_gemma":[0.0001048864,0.00007954176,0.002958296,0.00001735274,0.00001366153,0.0000347585,0.000001534951,0.00006712662,9.093308e-7,0.004737228,0.9917932,0.0001915163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002658692,0.0001401823,0.00007851971,0.9823412,0.0006433429,0.000173341,0.00002274282,0.00005524044,0.01627956],"genre_scores_gemma":[0.0000842692,0.0001438368,0.0005270886,0.9911385,0.006008843,0.00002929404,0.0006284267,0.00003329357,0.001406498],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01487306,"threshold_uncertainty_score":0.9916445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1714045410407403,"score_gpt":0.3762166671748661,"score_spread":0.2048121261341259,"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."}}