{"id":"W2527618362","doi":"10.1097/ede.0000000000000570","title":"Commentary","year":2016,"lang":"en","type":"article","venue":"Epidemiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.0006848109,0.00005432254,0.000129532,0.000009395064,0.00004932838,4.750144e-7,0.00009039152,0.00004674228,0.01316481],"category_scores_gemma":[0.0004361918,0.00003044862,0.00002271011,0.00003276396,0.000131125,0.000055338,0.00009816662,0.00003605683,0.004631071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008888275,"about_ca_system_score_gemma":0.000001141009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385473,"about_ca_topic_score_gemma":0.0001091513,"domain_scores_codex":[0.9991754,0.0001517905,0.0001624883,0.0001453599,0.00003029269,0.0003346751],"domain_scores_gemma":[0.9988102,0.0008525712,0.00004720346,0.0001537659,9.860668e-7,0.0001352244],"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":[0.000005395791,0.000007546872,0.4337219,9.506153e-7,5.846677e-7,0.000001370204,0.00002551831,5.825073e-7,0.0006869826,0.0001581106,0.5379058,0.02748526],"study_design_scores_gemma":[0.0002664525,0.00008060715,0.429812,0.000008374124,0.000002123131,0.000009218409,0.000007904868,0.00001551751,0.0001216886,0.01837069,0.5512302,0.00007518983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4841809,0.00009889412,0.0007654208,0.498828,0.0002918326,0.0001035098,0.00001122134,0.00005309546,0.01566711],"genre_scores_gemma":[0.7749133,0.0002865803,0.001244577,0.2223273,0.000263328,0.00001591085,0.00000516311,0.000009491532,0.0009343715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2907323,"threshold_uncertainty_score":0.9961439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439549211671015,"score_gpt":0.3811292973429484,"score_spread":0.2371743761758468,"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."}}