{"id":"W7006420827","doi":"","title":"Understanding and Implementing Best Practices in Accountability","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Incentive; Best practice; Key (lock); Value (mathematics); Health care; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2632162,0.001522321,0.001418374,0.01024638,0.02030107,0.04536507,0.009305524,0.01092828,0.002388836],"category_scores_gemma":[0.2421109,0.001333164,0.001611068,0.008720065,0.06452961,0.0283037,0.01662263,0.01564118,0.0008665663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09425291,"about_ca_system_score_gemma":0.2671548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3759204,"about_ca_topic_score_gemma":0.3622574,"domain_scores_codex":[0.714478,0.1593068,0.01618335,0.0130423,0.07853986,0.01844969],"domain_scores_gemma":[0.6572143,0.1781112,0.02601684,0.0312999,0.08756322,0.01979459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004052632,0.0002650045,0.01761064,0.001926248,0.0001740087,0.0008674443,0.2462099,0.006155594,0.0009392091,0.3973354,0.05556791,0.2729081],"study_design_scores_gemma":[0.00004846919,0.0001114354,0.009065243,0.01255997,0.0000864327,0.0003568263,0.1318831,0.003627641,0.001708026,0.4574958,0.382799,0.0002580366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03250217,0.01805447,0.1678002,0.6295608,0.00208095,0.0009372185,0.0001715772,0.001119533,0.1477732],"genre_scores_gemma":[0.6827179,0.01647912,0.261716,0.02837089,0.0006089264,0.0008820758,0.0002585551,0.0004390054,0.008527554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3759204,"threshold_uncertainty_score":0.9085856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9052859423913951,"score_gpt":0.7624352378008219,"score_spread":0.1428507045905733,"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."}}