{"id":"W4304204860","doi":"10.36834/cmej.75438","title":"Planetary Health in CanMEDS 2025","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McGill University; University of Calgary; University of Saskatchewan; University of Toronto","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001033357,0.0000552789,0.00009116512,0.0001520882,0.0004278712,0.00001542302,0.0002115271,0.00003329308,0.4041035],"category_scores_gemma":[0.0005890144,0.00005706898,0.00001521882,0.0002731778,0.0000395069,0.00006353634,0.0000313007,0.0006672477,0.0001777957],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002618848,"about_ca_system_score_gemma":0.01955461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2314761,"about_ca_topic_score_gemma":0.5342139,"domain_scores_codex":[0.9986417,0.0001315207,0.0002358537,0.0001043474,0.0004416129,0.0004449965],"domain_scores_gemma":[0.9925303,0.00001943597,0.00006308421,0.00008052282,0.000003890529,0.007302802],"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":[0.000002411129,0.00003837386,0.0181994,0.000003120135,6.222633e-7,0.00003657439,0.001304457,0.0000486653,3.438052e-7,0.00001940908,0.8719522,0.1083944],"study_design_scores_gemma":[0.0001762942,0.00006314881,0.0952234,0.00002441483,8.187211e-7,0.0006148218,0.001648175,0.000150062,1.023131e-7,0.0004014327,0.90163,0.00006727323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2123259,0.001279433,0.000002559281,0.7667938,0.002910804,0.0002177072,0.00003810927,0.000007893365,0.01642382],"genre_scores_gemma":[0.4446996,0.0006597389,0.0001218557,0.5523815,0.0006194665,0.00003015003,0.0001000248,0.0000140628,0.001373613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4039257,"threshold_uncertainty_score":0.9860036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107392576127253,"score_gpt":0.3278023051629817,"score_spread":0.2967283794017092,"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."}}