{"id":"W2947210932","doi":"10.1186/s12960-019-0370-8","title":"A dental workforce strategy to make Australian public dental services more efficient","year":2019,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Richmond Hospital","funders":"Australian Government","keywords":"Workforce; Salary; Business; Government (linguistics); Public sector; Outreach; Dental auxiliary; Medicine; Economics; Dentistry; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005350367,0.0004855905,0.0002810023,0.001102099,0.001567715,0.003095618,0.001980045,0.002710219,0.02326753],"category_scores_gemma":[0.008383712,0.0003439624,0.0009412537,0.001160491,0.0006295671,0.002593182,0.004699797,0.001954671,0.003554368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009434909,"about_ca_system_score_gemma":0.03971783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06146669,"about_ca_topic_score_gemma":0.05926856,"domain_scores_codex":[0.9967964,0.001242868,0.00008979028,0.0001381211,0.0008961068,0.0008366709],"domain_scores_gemma":[0.9967192,0.0003229234,0.0002777176,0.0001254896,0.0010903,0.00146443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002195719,0.001292197,0.02079484,0.003520669,0.0001683772,0.0007147538,0.00613503,0.01845248,0.003614647,0.1366668,0.3139779,0.4944428],"study_design_scores_gemma":[0.0001557392,0.000689231,0.03789356,0.001662698,0.0001126103,0.0005132866,0.006523321,0.01730829,0.0009760619,0.0323488,0.9017414,0.0000751537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2061579,0.01267727,0.04585754,0.4442738,0.003751586,0.001726612,0.002478682,0.001009106,0.2820674],"genre_scores_gemma":[0.7866042,0.01111417,0.05427198,0.04253298,0.0008291276,0.001116819,0.001310859,0.0001426183,0.1020772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06146669,"threshold_uncertainty_score":0.1222178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03778654888734582,"score_gpt":0.3613698198512659,"score_spread":0.32358327096392,"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."}}