{"id":"W3032994907","doi":"10.1111/medu.14264","title":"The hidden curriculum and limitations of situational judgement tests for selection","year":2020,"lang":"en","type":"letter","venue":"Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; St. Peter's Hospital","funders":"","keywords":"Judgement; Situational ethics; Curriculum; Selection (genetic algorithm); Psychology; Hidden curriculum; Applied psychology; Educational measurement; Medical education; Social psychology; Computer science; Medicine; Pedagogy; Artificial intelligence; Political science; Law","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":[0.143503,0.0006479099,0.001042477,0.00321541,0.002560334,0.005551973,0.004985493,0.01124285,0.003764866],"category_scores_gemma":[0.5076176,0.0007474141,0.0009463784,0.002116435,0.01299888,0.008619019,0.003321208,0.0193206,0.002903025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672174,"about_ca_system_score_gemma":0.005308122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006061212,"about_ca_topic_score_gemma":0.01077109,"domain_scores_codex":[0.8194998,0.1172331,0.01447129,0.004246511,0.04223772,0.002311514],"domain_scores_gemma":[0.36214,0.5705803,0.01047767,0.01380081,0.03694721,0.006053939],"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":[0.000626348,0.0004632066,0.06015395,0.0005808682,0.00009412891,0.003494115,0.008851415,0.001452479,0.001097275,0.08875506,0.5431574,0.2912737],"study_design_scores_gemma":[0.0005084682,0.001296207,0.05779997,0.007059035,0.0001869142,0.0237811,0.01398709,0.03334389,0.004807946,0.4295892,0.4266515,0.0009887121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02143944,0.002562551,0.04225802,0.8846641,0.009169944,0.0002568913,0.0004125864,0.0006107797,0.03862561],"genre_scores_gemma":[0.3931262,0.003566118,0.1545271,0.4092344,0.02827705,0.001505345,0.0003517881,0.0007272637,0.008684743],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.143503,"threshold_uncertainty_score":0.7589254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04989864071762418,"score_gpt":0.3639987991512088,"score_spread":0.3141001584335846,"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."}}