{"id":"W1996176124","doi":"10.1038/sj.bdj.4801557","title":"A workforce survey of dentists in Scotland","year":2002,"lang":"en","type":"article","venue":"BDJ","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Medicine; Workforce planning; Job satisfaction; Work (physics); Primary care; Family medicine; Workload; Nursing; General practice; Psychology; Management; Political science; Engineering","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":[0.001319313,0.0002855498,0.0004510481,0.002511938,0.001363767,0.00103453,0.0008448533,0.0008485569,0.003520967],"category_scores_gemma":[0.005046566,0.0005087594,0.0004101293,0.003245652,0.0004885964,0.001031129,0.001975312,0.0007366289,0.000916909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002695061,"about_ca_system_score_gemma":0.003885589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2481457,"about_ca_topic_score_gemma":0.3473004,"domain_scores_codex":[0.9971533,0.0004516958,0.0003041936,0.0002072508,0.0008732892,0.001010248],"domain_scores_gemma":[0.9963166,0.000389428,0.0009801247,0.00008194701,0.001112901,0.001119131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001002293,0.0001498566,0.9802115,0.0001472095,0.00002846235,0.0004271301,0.008299389,0.00002127765,0.0006305597,0.00005497963,0.003071969,0.006857288],"study_design_scores_gemma":[0.000007292281,0.0001532618,0.9891241,0.00002736621,0.00000559967,0.0001729555,0.008124576,0.000025964,0.00001727006,0.000008399466,0.002327186,0.000005995802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950472,0.0003796039,0.000052536,0.0006824062,0.0000262852,0.00007460401,0.002288115,0.000005979872,0.001443192],"genre_scores_gemma":[0.9948089,0.0006014215,0.0001290774,0.001051197,0.00003996396,0.0001117228,0.001686512,0.000004414089,0.001566749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2481457,"threshold_uncertainty_score":0.4934026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3157183226470834,"score_gpt":0.5581128657502772,"score_spread":0.2423945431031937,"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."}}