{"id":"W4385664759","doi":"10.1111/medu.15186","title":"The mitigated carbon emissions of transitioning to virtual medical school and residency interviews: A survey‐based study","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Preference; Greenhouse gas; Medical education; Demographics; Medical school; Schedule; Psychology; Family medicine; Medicine; Demography; Sociology; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007258928,0.0002477156,0.0001736671,0.0007011951,0.001061056,0.001185856,0.000435072,0.0005687266,0.0019549],"category_scores_gemma":[0.01581609,0.0003624453,0.0003603438,0.0006554396,0.000615816,0.0009164992,0.001289852,0.0007429007,0.0002496618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000971181,"about_ca_system_score_gemma":0.001079241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003027792,"about_ca_topic_score_gemma":0.005568293,"domain_scores_codex":[0.9936523,0.004787928,0.0002427631,0.0002462232,0.0004798437,0.0005908824],"domain_scores_gemma":[0.982971,0.009618725,0.00436137,0.0003935743,0.001574936,0.001080444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004428067,0.001908353,0.9293399,0.0002634173,0.0000609276,0.0003152136,0.04016872,0.0002008433,0.001502614,0.0001885577,0.0004575647,0.02515103],"study_design_scores_gemma":[0.00003143544,0.002231773,0.8916572,0.00009365772,0.00004384386,0.0003261823,0.1019187,0.00080115,0.000895408,0.0000769155,0.001897113,0.00002673943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993207,0.00001912305,0.0001447133,0.00003919574,0.000001971446,0.00005006359,0.00003896362,9.475743e-7,0.000384228],"genre_scores_gemma":[0.999068,0.0000714169,0.0002791771,0.00009270582,0.000007999004,0.0001899452,0.00005187289,0.000001519164,0.0002373362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007258928,"threshold_uncertainty_score":0.03838933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363702864042705,"score_gpt":0.379575213604012,"score_spread":0.3459381849635849,"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."}}