{"id":"W2588785237","doi":"10.11575/prism/27188","title":"Ontario Dental Hygienists’ Perceptions of the Effectiveness of Professional Development","year":2015,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Psychology; Medicine; Medical education; Nursing; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004047849,0.000180068,0.0003357255,0.0009961117,0.005038195,0.00284913,0.000610973,0.0005875858,0.002890631],"category_scores_gemma":[0.01299065,0.0004428918,0.0003258913,0.001201229,0.00254624,0.000827028,0.002474308,0.0008900283,0.0001501407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01988892,"about_ca_system_score_gemma":0.02271385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7588162,"about_ca_topic_score_gemma":0.8522391,"domain_scores_codex":[0.9955754,0.001033578,0.0002633207,0.0002242487,0.001964235,0.0009391896],"domain_scores_gemma":[0.9884415,0.004134836,0.002303436,0.000249333,0.002618622,0.002252312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001710807,0.000160814,0.3171893,0.0002852789,0.00002361593,0.000556686,0.6522906,0.0001249552,0.002394114,0.0006260612,0.001265842,0.02491157],"study_design_scores_gemma":[0.00002124101,0.0002626229,0.5659906,0.0001531042,0.00002124439,0.0001297002,0.419983,0.0002098274,0.0002506928,0.0001521109,0.01278083,0.00004493403],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994778,0.0001670198,0.00006770972,0.0006119742,0.00000432829,0.00003076299,0.00003223472,0.000002849587,0.004305172],"genre_scores_gemma":[0.9983658,0.0002619244,0.0001223057,0.00008238767,0.000002587448,0.00001827769,0.00001816441,0.000001455618,0.001127016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411838,"threshold_uncertainty_score":0.4852084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954151377639408,"score_gpt":0.3292063438531562,"score_spread":0.3096648300767621,"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."}}