{"id":"W4412161744","doi":"10.12968/denn.2025.21.7.350","title":"It's never too late","year":2025,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Medicine; Dental nurse; Nursing; Professional development; Medical education; Nurse education","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":[0.0002126477,0.00003380777,0.00003769623,0.00003922955,0.000368045,0.00009282721,0.00009478339,0.00003751993,0.0002474345],"category_scores_gemma":[0.00009497907,0.00003645203,0.00002447005,0.0001843601,0.0001356056,0.0004533622,0.00000465435,0.00007229464,0.0001192566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084627,"about_ca_system_score_gemma":0.0001213631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004280862,"about_ca_topic_score_gemma":0.0002841171,"domain_scores_codex":[0.9995105,0.00007956628,0.00005902375,0.00008471265,0.0001344296,0.0001317928],"domain_scores_gemma":[0.9997412,0.0001325425,0.00002293274,0.00004691028,0.00002066148,0.00003573578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004646508,0.0003032325,0.03660534,0.00001720738,0.0000393077,0.000006449653,0.1284457,0.000007161824,0.0005249157,0.4798988,0.2729768,0.08112865],"study_design_scores_gemma":[0.00008935008,0.000005232522,0.01829189,0.0001016799,0.00001928894,6.836221e-7,0.07236954,0.000009176676,0.0002083237,0.008841091,0.8999829,0.00008086615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1202082,0.0002952055,0.00004076425,0.1336037,0.00243591,0.0000605502,7.518751e-7,0.00003270481,0.7433223],"genre_scores_gemma":[0.9524458,0.00001830216,0.000192164,0.00508916,0.0001958866,0.000001816647,0.000002814667,0.000002280536,0.04205175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8322377,"threshold_uncertainty_score":0.2830742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04629398502106113,"score_gpt":0.4284102386160317,"score_spread":0.3821162535949706,"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."}}