{"id":"W2039726427","doi":"10.12968/denn.2006.2.6.29871","title":"Impressions of the 'big day': the Nat Cert exam","year":2006,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Certificate; Medicine; Medical education; Dental nurse; Advice (programming); Nursing; Professional development","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":[0.004255276,0.00037238,0.0003542313,0.0009137017,0.008685382,0.005996068,0.0006726929,0.001490162,0.00768276],"category_scores_gemma":[0.02407845,0.0003447556,0.0004024258,0.0004867263,0.005474945,0.003516018,0.00429272,0.004555772,0.0009665447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002990117,"about_ca_system_score_gemma":0.001403371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01540441,"about_ca_topic_score_gemma":0.04422541,"domain_scores_codex":[0.9926496,0.004094525,0.0001327261,0.0002053456,0.002083274,0.0008344948],"domain_scores_gemma":[0.9904754,0.002640672,0.001504837,0.0004663112,0.001198832,0.00371397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004372082,0.0002847111,0.06996804,0.0002143493,0.0000599525,0.001757524,0.6691574,0.0001545571,0.001875897,0.009843539,0.1843795,0.06186729],"study_design_scores_gemma":[0.0000121276,0.0002537079,0.05688772,0.0001284813,0.00001065965,0.0006171505,0.8411032,0.0001065632,0.000303288,0.001017107,0.09946714,0.00009286449],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7640706,0.002278685,0.00130366,0.0518554,0.003766771,0.00009410478,0.0001990457,0.0001356782,0.176296],"genre_scores_gemma":[0.9827589,0.0005879409,0.0002871132,0.003408058,0.0003497459,0.00002308012,0.00004683289,0.00006108107,0.01247743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01540441,"threshold_uncertainty_score":0.03062946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07215556879048221,"score_gpt":0.4886297297913179,"score_spread":0.4164741610008357,"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."}}