{"id":"W3113009175","doi":"10.1097/acm.0000000000003894","title":"In Reply to Pan et al","year":2020,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Computer science; Competence (human resources); Experiential learning; Virtual learning environment; Instructional simulation; Knowledge management; Virtual reality; Human–computer interaction; Multimedia; Psychology; Pedagogy","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":[0.006682496,0.001339347,0.001517643,0.001143805,0.004125429,0.0067179,0.003411026,0.03349742,0.02789662],"category_scores_gemma":[0.06845714,0.0009378564,0.001456269,0.001125884,0.003259077,0.00682561,0.003842389,0.04298128,0.02131427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003722759,"about_ca_system_score_gemma":0.006388366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243135,"about_ca_topic_score_gemma":0.003578352,"domain_scores_codex":[0.9942116,0.001520543,0.0007779732,0.0008904489,0.001863673,0.0007357228],"domain_scores_gemma":[0.9783781,0.009168267,0.001565963,0.0007420983,0.007377051,0.002768405],"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":[0.00001457106,0.00000672349,0.00008221503,0.00005155755,0.000005708373,0.0001638383,0.0000828194,0.000009712649,0.00003105283,0.0004321377,0.9961749,0.002944872],"study_design_scores_gemma":[0.00002101523,0.00001479209,0.0003133583,0.0001834635,0.00000955529,0.0004590469,0.0003734182,0.00005977161,0.0001151615,0.0007755308,0.997646,0.00002880172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001252309,0.001394004,0.0001330785,0.8244284,0.1724577,0.00002295369,0.00007876463,0.00008301481,0.001276903],"genre_scores_gemma":[0.001143248,0.001080806,0.0001842718,0.9334793,0.05623534,0.00007124666,0.00004414467,0.00004729929,0.007714354],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03349742,"threshold_uncertainty_score":0.09332347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554861846286067,"score_gpt":0.4014341259194059,"score_spread":0.3558855074565452,"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."}}