{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004183456,0.0001095072,0.0002484026,0.0001712971,0.0007602706,0.00001254635,0.0002163093,0.000677313,0.01242788],"category_scores_gemma":[0.00366944,0.00007106598,0.00006140088,0.0001477811,0.00001255631,0.00009022999,0.00001072712,0.001089953,0.002455161],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181797,"about_ca_system_score_gemma":0.006930389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02419157,"about_ca_topic_score_gemma":0.4866202,"domain_scores_codex":[0.9962059,0.001034128,0.0007004038,0.0001607049,0.001026452,0.0008724671],"domain_scores_gemma":[0.993606,0.0006508291,0.000195116,0.0001225403,0.00051517,0.004910323],"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":[0.00001680688,0.00001710054,0.3061607,0.00004993379,0.00005705185,0.0002743072,0.007122616,1.090779e-7,0.00001904701,0.0009374408,0.4366226,0.2487223],"study_design_scores_gemma":[0.001062481,0.00005024089,0.0648432,0.0004445847,0.000004878115,0.00002591243,0.001424374,0.00000142774,5.480763e-7,0.0001581015,0.9318818,0.0001023904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.452101,0.0003150587,0.0003484279,0.5204183,0.003668138,0.0003867766,0.0001731608,0.00004603342,0.02254308],"genre_scores_gemma":[0.9661536,0.0003569097,0.00003346098,0.02165109,0.006454007,0.00003660478,0.000003033152,0.00002020925,0.005291088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5140526,"threshold_uncertainty_score":0.9986994,"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."}}