{"id":"W1980177768","doi":"10.1111/eje.12036","title":"Failing to fail: clinicians’ experience of assessing underperforming dental students","year":2013,"lang":"en","type":"article","venue":"European Journal Of Dental Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Grading (engineering); Grounded theory; Minor (academic); Medical education; Psychology; Health care; Dental education; Medicine; Nursing; Qualitative research","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01181739,0.000473534,0.0008340576,0.001155184,0.003740639,0.003890228,0.001368262,0.002893547,0.002824042],"category_scores_gemma":[0.07234512,0.0006281188,0.0004570449,0.0009777895,0.004791648,0.002263461,0.00585115,0.003367955,0.0007161406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002669816,"about_ca_system_score_gemma":0.004470618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005113691,"about_ca_topic_score_gemma":0.007361939,"domain_scores_codex":[0.9791,0.01102169,0.001866438,0.001017548,0.004854283,0.002140035],"domain_scores_gemma":[0.9250595,0.03408877,0.01726103,0.002044874,0.009735666,0.01181011],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002163372,0.0001271985,0.1440735,0.0005860747,0.00003878928,0.007651948,0.8063438,0.0001369073,0.002453931,0.0004478777,0.004931073,0.03299258],"study_design_scores_gemma":[0.00001530749,0.0006073097,0.06910447,0.000802664,0.00004546356,0.01780006,0.888406,0.0003112054,0.0009182294,0.0005446795,0.02131694,0.0001277791],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913578,0.001640139,0.0005257076,0.003346368,0.000127714,0.00002661737,0.00003484383,0.00002631906,0.002914547],"genre_scores_gemma":[0.9979665,0.000505481,0.000289488,0.0006602898,0.00003381327,0.00001665401,0.00002010344,0.000008841462,0.0004988904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9881826,"threshold_uncertainty_score":0.06249702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721305425067418,"score_gpt":0.3991209824738916,"score_spread":0.3719079282232174,"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."}}