{"id":"W4413981196","doi":"10.1136/leader-2025-001262","title":"4Ps framework: practical actions to protect individual health in the current climate crisis","year":2025,"lang":"en","type":"review","venue":"BMJ Leader","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; St. Thomas Hospital","funders":"Bayer","keywords":"Climate change; Greenhouse gas; Extreme weather; Natural resource economics; Business; Health care; Action (physics); Environmental resource management; Environmental health; Environmental planning; Geography; Environmental science; Medicine; Economics; Ecology; Economic growth; Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00211373,0.0003756476,0.000962161,0.000193435,0.0003126349,0.0001152263,0.0004989775,0.0002685807,0.000748656],"category_scores_gemma":[0.00076736,0.0002483261,0.0002016889,0.001169314,0.00005924526,0.0001353972,0.0004118915,0.001899421,0.001792516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006060275,"about_ca_system_score_gemma":0.0003884771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001529575,"about_ca_topic_score_gemma":0.0003642927,"domain_scores_codex":[0.9962749,0.0007648465,0.0007954788,0.0005777453,0.0005516539,0.001035333],"domain_scores_gemma":[0.9978966,0.0008116605,0.0003325009,0.0006617756,0.000006559353,0.000290914],"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":[0.000004724747,0.0001481544,0.00001818892,0.006633149,0.000006576205,0.00000631,0.001364877,0.000001507042,4.39714e-9,0.0001179027,0.1566021,0.8350965],"study_design_scores_gemma":[0.00006040196,0.00008315928,0.0003670285,0.01144993,0.00009147786,0.00003135366,0.0005647697,0.00000117595,3.06904e-8,0.0001488819,0.9869616,0.0002402011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002651771,0.8755072,0.0002343956,0.113884,0.0006289632,0.007806206,0.0003828961,0.00005375627,0.001499897],"genre_scores_gemma":[0.000006586142,0.9864763,0.001055691,0.01011227,0.0003245659,0.001873843,0.00008219382,0.0000298544,0.00003869647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8348563,"threshold_uncertainty_score":0.9999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4493197671007496,"score_gpt":0.5650837047259768,"score_spread":0.1157639376252272,"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."}}