{"id":"W2911221951","doi":"10.1038/sj.bdj.2019.9","title":"Contemporary dental practice in the UK. Part 1: demography and practising arrangements in 2015","year":2019,"lang":"en","type":"article","venue":"BDJ","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Family medicine; Graduation (instrument); Private practice; Medicine; Quarter (Canadian coin); Dental practice; Dental care; General partnership; Commission; Dentistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00426405,0.0001102344,0.0001499776,0.0002363052,0.0002054674,0.00004931778,0.0002062385,0.0001050375,0.0004274871],"category_scores_gemma":[0.001589372,0.00008856259,0.00002285036,0.0005142369,0.00004914696,0.001073002,0.0001198775,0.0009359909,0.0007209259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197519,"about_ca_system_score_gemma":0.0003983261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518199,"about_ca_topic_score_gemma":0.0004755651,"domain_scores_codex":[0.9968063,0.001690009,0.0003914319,0.0002752265,0.0004580404,0.0003790133],"domain_scores_gemma":[0.9971206,0.002131555,0.0002535951,0.0003342196,0.00008227606,0.00007770745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001568921,0.0002372148,0.960307,0.00005571434,0.00001316301,0.0000216975,0.006866408,2.844902e-7,0.00007482553,0.00011424,0.03136633,0.0007862117],"study_design_scores_gemma":[0.001059824,0.00004001319,0.6812553,0.000108542,0.000006343564,0.00001387795,0.06736857,0.000008801972,0.000003945741,0.0000908107,0.249962,0.00008202323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582258,0.001755771,0.000002205423,0.008401756,0.0006945476,0.001666881,0.000006167733,0.00001413333,0.1292327],"genre_scores_gemma":[0.9935696,0.0003151482,0.0001143939,0.003517407,0.000120636,0.0001882466,0.00002567186,0.00001813042,0.002130798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2790517,"threshold_uncertainty_score":0.9266285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0958268680475404,"score_gpt":0.5163824273548372,"score_spread":0.4205555593072968,"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."}}