{"id":"W4394761543","doi":"","title":"Barriers to pursuing further education among Canadian dental hygienists: a qualitative exploration.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Credential; Focus group; Dental hygiene; Qualitative research; Medical education; Associate degree; Psychology; Medicine; Family medicine; Political science; Sociology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002630693,0.0001484705,0.0001300117,0.0006923123,0.0007704083,0.0001943547,0.0002537744,0.000123497,0.00153339],"category_scores_gemma":[0.003714934,0.0001507251,0.00004815323,0.000966071,0.0000754022,0.001355128,0.00006626978,0.0005688834,0.002462461],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906448,"about_ca_system_score_gemma":0.005716557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1542372,"about_ca_topic_score_gemma":0.1964963,"domain_scores_codex":[0.9970412,0.0008703113,0.0003764828,0.0004171441,0.000434867,0.0008600587],"domain_scores_gemma":[0.9972546,0.0004067702,0.00006787532,0.0002993313,0.0002553526,0.001716048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005936192,0.00007676682,0.1835962,0.0002918743,0.0001150548,0.00001500581,0.5297535,0.000007894409,0.0000255978,0.008401283,0.08969129,0.1879662],"study_design_scores_gemma":[0.0001157306,0.00001127495,0.2992537,0.00007514667,0.00001908026,0.000002325462,0.4913338,0.00003017759,0.00002252411,0.0009475843,0.2079946,0.0001940469],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8747976,0.0006430262,0.0001554974,0.03488259,0.007152009,0.004769679,0.00006656544,0.0002076269,0.07732541],"genre_scores_gemma":[0.9404717,0.00001696935,0.00008608236,0.002186174,0.000726627,0.01878885,0.00007453487,0.00005592089,0.03759313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877721,"threshold_uncertainty_score":0.9999201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09917383240099,"score_gpt":0.4855932391793339,"score_spread":0.386419406778344,"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."}}