{"id":"W4403465338","doi":"10.1016/j.lana.2024.100911","title":"Promoting climate-resilient health systems through national surgical plans","year":2024,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Environmental planning; Healthcare system; Environmental resource management; Climate change; Environmental science; Business; Political science; Health care; Geology; Oceanography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002176662,0.0002272266,0.0004947519,0.00003923191,0.0006714932,0.0001010441,0.0003264348,0.00005759255,0.0002677146],"category_scores_gemma":[0.00002871691,0.000150096,0.00008248361,0.0004395004,0.0002857721,0.0001971674,0.0001590764,0.0004455005,0.0008843646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106381,"about_ca_system_score_gemma":0.0002844241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003807307,"about_ca_topic_score_gemma":0.0001921301,"domain_scores_codex":[0.9962982,0.0003471067,0.0005908527,0.0004933721,0.000985333,0.001285115],"domain_scores_gemma":[0.9986093,0.0004449153,0.0002513116,0.0002971881,0.00001603275,0.0003812502],"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":[0.0001638626,0.0001971817,0.003334828,0.00165034,0.00002536877,0.00007708507,0.01702236,0.001047971,0.00001191877,0.02588294,0.9360119,0.0145743],"study_design_scores_gemma":[0.0003337665,0.0003748088,0.005797798,0.0006525771,0.000003669458,0.0005570475,0.0005063686,0.00926249,0.000001452235,0.0008761919,0.9814293,0.0002045258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1233672,0.02233114,0.0002435983,0.8164709,0.001997167,0.002848143,0.0008131762,0.0009010568,0.03102772],"genre_scores_gemma":[0.8921257,0.03118537,0.0006493125,0.0693744,0.004874588,0.0003082186,0.0003604501,0.0001092981,0.001012653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7687585,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870126174258673,"score_gpt":0.4243928147697705,"score_spread":0.2373801973439032,"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."}}