{"id":"W2553524546","doi":"10.1503/cmaj.109-5341","title":"NHS England aims to increase transparency","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Earnings; Private sector; Public sector; Business; Medicine; Public relations; Accounting; Computer science; Political science; Computer security; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.08330514,0.001400519,0.001264345,0.001632996,0.005197915,0.02040767,0.00380996,0.03506044,0.03820258],"category_scores_gemma":[0.1467769,0.0008656894,0.002202032,0.001270872,0.005897531,0.01811981,0.0157122,0.0203235,0.0188812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008439248,"about_ca_system_score_gemma":0.05217002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01481035,"about_ca_topic_score_gemma":0.01613604,"domain_scores_codex":[0.9044002,0.03019407,0.005939978,0.003627271,0.04230461,0.01353386],"domain_scores_gemma":[0.8075296,0.0600332,0.009060485,0.01353224,0.042657,0.06718755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001158907,0.0001275065,0.0007697553,0.0004915375,0.00003641839,0.0003555541,0.001365454,0.0001813252,0.0003520579,0.08511195,0.8654886,0.04560405],"study_design_scores_gemma":[0.0001933338,0.0001597636,0.001666428,0.0004276177,0.00001483828,0.0001842046,0.0008223669,0.0001661009,0.0002450686,0.01360419,0.982464,0.00005193292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001849741,0.002940655,0.001884532,0.8970935,0.02606619,0.0002160864,0.0003846135,0.0005313295,0.06903344],"genre_scores_gemma":[0.04717589,0.003145139,0.009754632,0.7586418,0.01717133,0.0005415832,0.001175209,0.0003847975,0.1620096],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08330514,"threshold_uncertainty_score":0.440565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03704884833070556,"score_gpt":0.3698124998997794,"score_spread":0.3327636515690739,"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."}}