{"id":"W2187332294","doi":"10.1002/j.0022-0337.2006.70.9.tb04167.x","title":"The Impact of Quality Assurance Programming: A Comparison of Two Canadian Dental Hygienist Programs","year":2006,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Manitoba","funders":"","keywords":"Quality assurance; Competence (human resources); Proxy (statistics); Medical education; Continuing education; Psychology; Dental care; Nursing; Medicine; Family medicine; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009034107,0.0001078259,0.0003126593,0.0002449045,0.0001156965,0.00003604228,0.0001768088,0.00006411182,0.00003438768],"category_scores_gemma":[0.0005213654,0.00007429062,0.0001973946,0.000640004,0.0002255394,0.0001402768,0.000008988256,0.0002879121,0.000003672398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000824945,"about_ca_system_score_gemma":0.003368702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05243472,"about_ca_topic_score_gemma":0.01761781,"domain_scores_codex":[0.9979247,0.00007485735,0.001131497,0.00009039506,0.000572991,0.0002055251],"domain_scores_gemma":[0.9974269,0.00005726751,0.001227255,0.0002014017,0.0009818585,0.0001053764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246218,0.002229979,0.8548453,0.00007694744,0.00007252947,9.802397e-7,0.0005708432,0.0000173847,0.001944669,0.0005951342,0.008940454,0.1305811],"study_design_scores_gemma":[0.00106262,0.0008047665,0.9804255,0.0003721143,0.0001108101,0.0003202104,0.008962718,0.0001255564,0.00375597,0.0002358838,0.003719414,0.0001044819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961968,0.000508723,0.00008288359,0.0007487026,0.000976639,0.0003782682,0.000003264604,0.00000442741,0.001100289],"genre_scores_gemma":[0.9953861,0.000006715744,0.003854536,0.00003432908,0.0004129794,0.00001250694,0.00005355196,0.0000114931,0.0002277908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1304766,"threshold_uncertainty_score":0.983115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389767166568856,"score_gpt":0.4277888704139912,"score_spread":0.4038911987483026,"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."}}