{"id":"W2064618378","doi":"10.1038/sj.bdj.4801559","title":"Dentists in general and community practice: a Scottish survey","year":2002,"lang":"en","type":"article","venue":"BDJ","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Quarter (Canadian coin); Workforce planning; Job satisfaction; Work (physics); Primary care; Family medicine; General practice; Workload; Nursing; Psychology; Management; Political science","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":[0.00147874,0.0003883101,0.0006104309,0.001864315,0.001386591,0.0009607006,0.0007510189,0.001348547,0.003046596],"category_scores_gemma":[0.004201152,0.0006737518,0.0007407396,0.002650755,0.0008307936,0.001391934,0.002065637,0.001310953,0.0008164155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147552,"about_ca_system_score_gemma":0.001902688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1163741,"about_ca_topic_score_gemma":0.1886361,"domain_scores_codex":[0.9979145,0.0004442398,0.0002692167,0.000250681,0.0005444643,0.0005768775],"domain_scores_gemma":[0.9949878,0.0005420067,0.001737715,0.0002234765,0.0007915824,0.001717449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009256534,0.00011573,0.9953778,0.00002304301,0.00002723662,0.0002044545,0.001838949,0.000009695043,0.0002222749,0.00001048528,0.000292266,0.001785476],"study_design_scores_gemma":[0.000005816601,0.0001211339,0.9974369,0.000005769129,0.000006908913,0.0001312418,0.002086199,0.00001714502,0.00001083799,0.000003512199,0.0001707895,0.000003778165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985647,0.0001111201,0.00002800181,0.0001902707,0.000005341788,0.00002059564,0.000515324,0.000003136845,0.0005616802],"genre_scores_gemma":[0.9983385,0.0001815054,0.00006123597,0.0003983828,0.00001289628,0.00002702271,0.0004842868,0.000003449321,0.0004927546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163741,"threshold_uncertainty_score":0.2313934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2538537066447189,"score_gpt":0.5619410002599594,"score_spread":0.3080872936152405,"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."}}