{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006863554,0.0007514234,0.0005167353,0.001957643,0.00282685,0.00585466,0.001730998,0.007344377,0.2271486],"category_scores_gemma":[0.01467961,0.0003212601,0.001327814,0.001454179,0.001973246,0.002488284,0.005638584,0.004974626,0.03031681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01016018,"about_ca_system_score_gemma":0.04999597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1619867,"about_ca_topic_score_gemma":0.2357361,"domain_scores_codex":[0.9965355,0.0004463466,0.0001399233,0.0001055651,0.001708248,0.001064307],"domain_scores_gemma":[0.9904255,0.001088322,0.0002581981,0.0002592477,0.002430723,0.005538064],"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":[0.00003392955,0.00002054209,0.0002760275,0.0001889347,0.000008195656,0.00005217409,0.00005788351,0.0000941933,0.00003761803,0.009594837,0.9644489,0.0251867],"study_design_scores_gemma":[0.00001024277,0.000008628377,0.0007115823,0.0002110617,0.00000417347,0.00001741352,0.00009955635,0.00004346036,0.00002022072,0.002334338,0.9965326,0.000006691827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001469584,0.01988005,0.0007886508,0.4666726,0.09488494,0.0001352803,0.01041405,0.0009145613,0.4048402],"genre_scores_gemma":[0.06540266,0.02679768,0.005699723,0.3067171,0.04575358,0.0005522857,0.02202462,0.0006970116,0.5263554],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9898398,"threshold_uncertainty_score":0.7598876,"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."}}