{"id":"W4386447706","doi":"10.1377/hlthaff.2022.01407","title":"Extramural US Federal Research Grants For Health Outcomes Associated With Climate Change Inadequate, Too Narrow In Focus","year":2023,"lang":"en","type":"article","venue":"Health Affairs","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Climate change; Equity (law); Federal funds; Health care; Health equity; Business; Political science; Economic growth; Environmental health; Medicine; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005332069,0.0002991347,0.0006587252,0.0003508315,0.001099712,0.00007536148,0.0002896498,0.000161756,0.000140797],"category_scores_gemma":[0.0003017317,0.0002522444,0.00007146258,0.001712261,0.0001766925,0.0003690035,0.0001850421,0.0005256463,0.0003522053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001985439,"about_ca_system_score_gemma":0.0002155561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01146512,"about_ca_topic_score_gemma":0.1054511,"domain_scores_codex":[0.9937969,0.0004713782,0.0007001008,0.0006599007,0.0009014271,0.003470227],"domain_scores_gemma":[0.9978738,0.0004958973,0.0002787064,0.0003487311,0.00003363354,0.0009691882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004976203,0.0004305833,0.8534849,0.0007985057,0.00001061711,0.00007474989,0.01648367,0.00007380526,0.0000132105,0.0001913929,0.08953562,0.0384053],"study_design_scores_gemma":[0.002651221,0.001820725,0.9877319,0.000376175,0.000001982402,0.000006133126,0.003165407,0.001178115,0.000007196021,0.0006465475,0.002099609,0.0003150149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8360341,0.0003822198,0.000005066275,0.1568757,0.0003449275,0.004369704,0.0003667017,0.0003192462,0.001302346],"genre_scores_gemma":[0.9924574,0.0008245278,0.0001370432,0.005111386,0.00008818713,0.0008580965,0.0001800572,0.00007422458,0.0002690226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564233,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2274271148927924,"score_gpt":0.434331022745703,"score_spread":0.2069039078529106,"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."}}