{"id":"W4415156183","doi":"10.3390/cli13100213","title":"Regulation of Health Professionals’ Work as a Climate Mitigation Strategy: Opportunities, Responsibilities, and Challenges","year":2025,"lang":"en","type":"article","venue":"Climate","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Work (physics); Quality (philosophy); Health care; Climate change; Adaptation (eye); Qualitative research; Health professionals","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08564551,0.000336637,0.0006167282,0.001426183,0.01501266,0.01372505,0.002984575,0.007909177,0.00262078],"category_scores_gemma":[0.05970682,0.0007063733,0.0007013304,0.00167581,0.02904024,0.005474356,0.0112754,0.008075051,0.0004964799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01708912,"about_ca_system_score_gemma":0.09133518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02671269,"about_ca_topic_score_gemma":0.03800199,"domain_scores_codex":[0.8918147,0.06984744,0.003112972,0.005319616,0.01923768,0.01066762],"domain_scores_gemma":[0.8171489,0.1237804,0.01615794,0.004956319,0.01612112,0.02183528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000170386,0.0006859871,0.0652533,0.005199046,0.0001273152,0.002459125,0.5939282,0.001321921,0.004111529,0.07153924,0.02320918,0.2319948],"study_design_scores_gemma":[0.00005909769,0.0004329211,0.04247559,0.01063023,0.00007518629,0.001785719,0.6387634,0.001638263,0.001965169,0.05139848,0.2505157,0.0002602641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3124466,0.03170498,0.01966658,0.5658361,0.002160766,0.0004128888,0.00005958118,0.0001516107,0.06756079],"genre_scores_gemma":[0.9662811,0.007213031,0.005412909,0.01878223,0.0004137421,0.0002598502,0.00001867232,0.00002825101,0.001590249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08564551,"threshold_uncertainty_score":0.4529422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535211732981892,"score_gpt":0.3637256980758063,"score_spread":0.2102045247776171,"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."}}