{"id":"W4308958905","doi":"10.1097/spv.0000000000001298","title":"Does AUGS Still Have Quality Assurance Goals?","year":2022,"lang":"en","type":"article","venue":"Urogynecology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Officer; Quality assurance; Library science; Columbia university; Political science; Management; Sociology; Engineering; Computer science; Media studies; Law; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01836159,0.0002360783,0.001231594,0.0003139289,0.000514559,0.00004578176,0.0006013912,0.0001596081,0.01242709],"category_scores_gemma":[0.007027835,0.0002573144,0.0001875363,0.0001928168,0.0001426706,0.0002766766,0.0002845259,0.0004456302,0.002865136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010157,"about_ca_system_score_gemma":0.0002469081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216675,"about_ca_topic_score_gemma":0.00109902,"domain_scores_codex":[0.9929023,0.00146967,0.003883294,0.0009082272,0.0001272969,0.0007091804],"domain_scores_gemma":[0.9928819,0.003706521,0.002343026,0.0008102018,0.00006111718,0.0001972234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000505924,0.0004371474,0.5574039,0.0002430447,0.0001835407,0.00001319973,0.003544464,0.001299417,0.00001877839,0.3154806,0.1208678,0.000457479],"study_design_scores_gemma":[0.0009838429,0.0001747807,0.1958082,0.000003904616,0.000006537406,0.000009652523,0.001621824,0.00107454,0.000007491247,0.03870209,0.7611873,0.0004198896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8399264,0.001684885,0.001764619,0.1246698,0.006907917,0.001363505,0.001644592,0.0002434998,0.02179488],"genre_scores_gemma":[0.9559594,0.00005433758,0.001190327,0.03344073,0.0003608145,0.0006234545,0.0000805704,0.00005034295,0.008239975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6403194,"threshold_uncertainty_score":0.9999879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2417884718706273,"score_gpt":0.4292066079302387,"score_spread":0.1874181360596114,"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."}}