{"id":"W2186694625","doi":"10.1002/j.0022-0337.2005.69.8.tb03984.x","title":"A Survey of Canadian Dental Hygiene Faculty Needs and Credentials","year":2005,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University","funders":"","keywords":"Licensure; Dental hygiene; Economic shortage; Medicine; Family medicine; Credential; Hygiene; Medical education; Descriptive statistics; Psychology; Political science; Government (linguistics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0009781593,0.0001001524,0.0002656078,0.0007493443,0.0002383559,0.00001271629,0.000153558,0.0001280249,0.0006647245],"category_scores_gemma":[0.0003162009,0.00009124493,0.00004577871,0.0005995332,0.00004244746,0.000296061,0.00002983482,0.0002921664,0.00007556948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006084508,"about_ca_system_score_gemma":0.002160438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.279919,"about_ca_topic_score_gemma":0.5098618,"domain_scores_codex":[0.9981617,0.0003037477,0.0008545992,0.00008110327,0.0002918708,0.0003069235],"domain_scores_gemma":[0.9980134,0.0001171393,0.0007218544,0.0001042129,0.0005586583,0.0004847688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007030898,0.0001573221,0.9106871,0.00008367431,0.00002561597,0.000001403935,0.00435681,0.000007705024,0.0003020941,0.0001359208,0.07103569,0.01313632],"study_design_scores_gemma":[0.0005475453,0.0001071104,0.9264171,0.0004221316,0.00002953651,0.00006713997,0.02506648,0.00001411406,0.0002221475,0.0000203544,0.04700052,0.00008585078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916407,0.001575595,0.000003891811,0.001037717,0.001705913,0.0002555294,0.00006360147,0.000004411776,0.003712616],"genre_scores_gemma":[0.995774,0.0002660424,0.0005851754,0.0005394949,0.00042262,0.000004555491,0.00004411288,0.00001212456,0.002351831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2299428,"threshold_uncertainty_score":0.7278267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06774041847609054,"score_gpt":0.4549061913321681,"score_spread":0.3871657728560776,"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."}}