{"id":"W4297513777","doi":"10.36834/cmej.75514","title":"An approach to implementing planetary health teaching in medical curricula","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; McGill University; University of Calgary; McGill University Health Centre","funders":"","keywords":"Curriculum; Medical education; Astrobiology; Computer science; Medicine; Psychology; Biology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005769047,0.00009251454,0.0001702145,0.0002464053,0.0009505302,0.0000429638,0.0004528209,0.0000533025,0.1109795],"category_scores_gemma":[0.001637785,0.00008861005,0.00002577424,0.0002782151,0.00003331741,0.0001309647,0.00007881104,0.001271086,0.00004483285],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001815262,"about_ca_system_score_gemma":0.009216541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1027153,"about_ca_topic_score_gemma":0.1706288,"domain_scores_codex":[0.9968389,0.0004504129,0.0004568369,0.0002108212,0.00125609,0.0007869952],"domain_scores_gemma":[0.9849884,0.00003112853,0.00009893314,0.0001266415,0.000004487359,0.01475039],"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":[0.000003900613,0.0003424492,0.06260817,0.00001318143,0.000002240457,0.00006535782,0.009640167,0.0002183673,0.000001220502,0.0001680473,0.5349242,0.3920127],"study_design_scores_gemma":[0.0005844405,0.0002451218,0.1311977,0.0001326869,0.000004186163,0.00301549,0.02116874,0.006501826,1.625482e-7,0.0002827266,0.8365812,0.0002857015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7436593,0.000338119,0.00008395476,0.2365884,0.001379645,0.0004128221,0.00003256337,0.00001897386,0.01748628],"genre_scores_gemma":[0.7736177,0.00004178769,0.000770536,0.2246337,0.0006787052,0.00003919581,0.0001526324,0.00001439936,0.00005131056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.391727,"threshold_uncertainty_score":0.9964003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03261357211120591,"score_gpt":0.3654000128645668,"score_spread":0.3327864407533609,"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."}}