{"id":"W7119532195","doi":"10.55890/2452-3011.1372","title":"Uncovering the Perceptions of Grades in Dentistry Students: How are Grades Impacting Learning &amp; Clinical Development?","year":2025,"lang":"en","type":"article","venue":"Health Professions Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Grading (engineering); Perception; Thematic analysis; Focus group; Population; Qualitative research; Specialty; Qualitative property","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":[],"consensus_categories":[],"category_scores_codex":[0.001547983,0.0001178998,0.0003037473,0.0002575603,0.0006457883,0.00002466195,0.0001562603,0.0001227249,0.0002560407],"category_scores_gemma":[0.007613159,0.00008265832,0.00006700164,0.0006819,0.00008878282,0.00008093377,0.0000803665,0.0009472831,0.00001347487],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990701,"about_ca_system_score_gemma":0.009128204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009382115,"about_ca_topic_score_gemma":0.0001532028,"domain_scores_codex":[0.9978898,0.0005533281,0.0007344481,0.0002384614,0.0003117751,0.0002722438],"domain_scores_gemma":[0.9982281,0.0004947602,0.0004021908,0.0002831109,0.0001564524,0.0004353875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001494047,0.001162897,0.951667,0.0005172222,0.00001968712,2.511077e-7,0.006944626,0.000002940383,0.000103748,0.00009867771,0.01431211,0.02515592],"study_design_scores_gemma":[0.0003921355,0.00002319595,0.879693,0.004021343,0.00001794625,0.000005398312,0.09162316,0.00000717847,0.00002004659,0.00008752514,0.02405057,0.00005851414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245338,0.0004455088,0.0005196633,0.07216165,0.001451843,0.0006673604,8.973309e-7,0.00003672104,0.0001825409],"genre_scores_gemma":[0.9788632,0.0003359607,0.002479336,0.00318496,0.0001410333,0.0001418711,0.00006323676,0.00001142238,0.01477894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08467854,"threshold_uncertainty_score":0.9964891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144578963729771,"score_gpt":0.5543020948098526,"score_spread":0.4398441984368755,"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."}}