{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00808547,0.0004795207,0.0006114198,0.002424438,0.01797562,0.003669201,0.002082784,0.001273081,0.002858484],"category_scores_gemma":[0.01311631,0.0007682878,0.0004690865,0.003597009,0.005560082,0.001542198,0.003921389,0.001831632,0.0001644628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05012899,"about_ca_system_score_gemma":0.1084483,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9208079,"about_ca_topic_score_gemma":0.9564227,"domain_scores_codex":[0.9957142,0.0010929,0.0001629709,0.0003507441,0.00109051,0.001588594],"domain_scores_gemma":[0.9915665,0.003958084,0.0007905829,0.0001772736,0.001870249,0.001637419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002236455,0.00004132481,0.01282495,0.0002109096,0.000003968375,0.0003569703,0.9792202,0.00002055738,0.0003895597,0.0006243173,0.0008991498,0.005385718],"study_design_scores_gemma":[0.000003500633,0.00002451215,0.01129671,0.0001883866,0.000005236722,0.00006844034,0.9826018,0.00004562733,0.00007912898,0.00008560045,0.005586849,0.0000142883],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903733,0.0009435946,0.0003582892,0.002401803,0.00004360923,0.0003958633,0.0003461452,0.00001038179,0.005127117],"genre_scores_gemma":[0.9938631,0.001279746,0.0007211989,0.0009579047,0.000008324479,0.0003115583,0.0001413328,0.000009535338,0.002707368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0791921,"threshold_uncertainty_score":0.363713,"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."}}