{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000891064,0.0001176212,0.0001296962,0.00007007947,0.00174166,0.00002537172,0.0005298564,0.0001136674,0.0004638929],"category_scores_gemma":[0.0003596725,0.00006807575,0.00009156008,0.0004285394,0.0003402944,0.0001772019,0.0001779586,0.0007817313,0.0002242915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004035495,"about_ca_system_score_gemma":0.0003547414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00208213,"about_ca_topic_score_gemma":0.0002131956,"domain_scores_codex":[0.9974819,0.0008709138,0.0003915637,0.0002032852,0.0005960134,0.0004563399],"domain_scores_gemma":[0.9983336,0.0006523778,0.0002430037,0.0005824128,0.0001162495,0.00007239344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007992797,0.0008011954,0.8500996,0.00008959809,0.00002695457,0.000003300765,0.01047742,0.00001165945,0.02939132,0.00447291,0.07177082,0.03277525],"study_design_scores_gemma":[0.0003834557,0.00001573764,0.9526654,0.0004055666,0.0000330452,0.00001805466,0.02043823,0.0001014148,0.002937898,0.001770121,0.02113548,0.00009556598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8962772,0.0006022811,0.00003436019,0.005610918,0.00458775,0.0008039971,0.00002010249,0.0000375691,0.09202574],"genre_scores_gemma":[0.9870872,0.00001441233,0.00002982578,0.0004370812,0.000617243,0.0000575147,0.00001594292,0.00002834668,0.01171236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025658,"threshold_uncertainty_score":0.9995579,"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."}}