{"id":"W4206563114","doi":"10.1002/0471266949.bmc296","title":"Quality Assurance","year":2021,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apotex (Canada)","funders":"","keywords":"Quality assurance; Quality (philosophy); Business; Quality management system; Risk analysis (engineering); Best practice; Process management; Engineering management; Quality management; Operations management; Management system; Engineering; Marketing; Management; Service (business)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[],"category_scores_codex":[0.0008534855,0.0004829874,0.001008902,0.0000431761,0.0002643377,0.0000236689,0.0002302589,0.0006057152,0.008921988],"category_scores_gemma":[0.00138239,0.0004204337,0.0001468026,0.0001605182,0.0002658001,0.00006101563,0.0002090714,0.001208342,0.00006167351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006136769,"about_ca_system_score_gemma":0.001488842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009036293,"about_ca_topic_score_gemma":0.000137674,"domain_scores_codex":[0.9970102,0.0002404567,0.0007287907,0.0007749964,0.0006058294,0.0006396966],"domain_scores_gemma":[0.9966512,0.001700927,0.0006461502,0.0006287796,0.00007807535,0.0002948503],"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":[0.00007792466,0.00007397149,0.02035992,0.007924717,0.0001559045,0.0001476758,0.0003158161,2.72414e-7,0.001268568,0.0001091056,0.9690694,0.0004967239],"study_design_scores_gemma":[0.00127161,0.000006933595,0.003577095,0.01255828,0.0001245486,0.00001839872,0.002770777,0.000005220541,0.0004918824,0.0001406456,0.9783379,0.000696688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01323289,0.01387006,0.0003623598,0.001220072,0.002523321,0.0003089656,0.000229347,0.0002282725,0.9680247],"genre_scores_gemma":[0.01854179,0.001627201,0.0001622276,0.0008273054,0.00438138,0.0000615578,0.00045798,0.0002806162,0.9736599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01678282,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016748477291747,"score_gpt":0.3741864325652773,"score_spread":0.3440189477923599,"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."}}