{"id":"W4410892151","doi":"10.12688/wellcomeopenres.23431.2","title":"The PAICE project: Integrating health and health equity into UK climate change policy","year":2025,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Wellcome Trust","keywords":"Climate change; Equity (law); Health equity; Public economics; Health policy; Business; Environmental planning; Political science; Economics; Economic growth; Geography; Health care","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":[0.01833765,0.0007276616,0.0008852379,0.001581509,0.001746246,0.006389328,0.001188149,0.004642623,0.03374726],"category_scores_gemma":[0.03745623,0.0003595155,0.0007006557,0.002608985,0.003312213,0.007432846,0.009085484,0.003621174,0.002301597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01152714,"about_ca_system_score_gemma":0.02295548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05591083,"about_ca_topic_score_gemma":0.0363674,"domain_scores_codex":[0.9894109,0.006630783,0.0003216292,0.000586398,0.00185402,0.001196218],"domain_scores_gemma":[0.983322,0.00831648,0.0007055282,0.002584949,0.002432409,0.002638601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003943076,0.0001531946,0.002983375,0.001235362,0.00006859695,0.0001881385,0.003761049,0.003196143,0.0006380699,0.4601721,0.3229967,0.2042129],"study_design_scores_gemma":[0.0003999599,0.0002794138,0.01514293,0.001084271,0.00004302993,0.00008742047,0.004219037,0.004644877,0.001423149,0.126619,0.8459601,0.00009683211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05488686,0.02425939,0.06768304,0.5110261,0.01595422,0.001959685,0.01483965,0.002201895,0.3071891],"genre_scores_gemma":[0.6685407,0.01730655,0.1371431,0.0255475,0.003268334,0.004246535,0.01100657,0.001255964,0.1316848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05591083,"threshold_uncertainty_score":0.1128958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.568331961226986,"score_gpt":0.5840618784279449,"score_spread":0.01572991720095884,"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."}}