{"id":"W2037516667","doi":"10.1007/s10459-005-5541-9","title":"Editorial – Dangerous Personalities","year":2005,"lang":"en","type":"letter","venue":"Advances in Health Sciences Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Psychology; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000821318,0.0002073594,0.0003890399,0.0004034705,0.0002567324,0.00003890683,0.0002450955,0.0003315938,0.00150783],"category_scores_gemma":[0.001864771,0.0001707641,0.00006591337,0.0005973986,0.0004054995,0.0003233936,0.00001985727,0.001363992,0.00006130542],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291283,"about_ca_system_score_gemma":0.01936512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670509,"about_ca_topic_score_gemma":0.0000376386,"domain_scores_codex":[0.9971683,0.0001368855,0.0005940854,0.0005350469,0.001033042,0.0005326615],"domain_scores_gemma":[0.9984584,0.0002900439,0.0003312987,0.0002583484,0.0001362524,0.000525636],"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":[0.000004479372,0.0001049852,0.0003504183,0.0005633338,0.000001288194,8.523579e-7,0.0007053679,0.000002575953,2.932539e-7,0.0001417791,0.9490092,0.04911545],"study_design_scores_gemma":[0.0001623971,0.0001732375,0.0001112601,0.001087554,0.000006440436,0.00002442813,0.001182532,0.00001516475,0.000001010694,0.0004840883,0.9966028,0.0001491026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006723217,0.01711877,0.00001189437,0.8356255,0.1376279,0.0004736666,0.000007214816,0.00004154478,0.009026281],"genre_scores_gemma":[0.00008522028,0.005493172,0.003361381,0.6824687,0.29694,0.0001211326,0.0001957794,0.00001426942,0.0113203],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1593122,"threshold_uncertainty_score":0.9994049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084744188108556,"score_gpt":0.4293835824168458,"score_spread":0.3985361405357603,"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."}}