{"id":"W3026727885","doi":"10.1200/jop.19.00797","title":"Toward a Common Goal: Improving Safety of Oral Chemotherapy Prescribing Practices at a Jurisdictional Level","year":2020,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Cancer Care Ontario","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Audit; Medicine; Pharmacy; Quality management; Medical prescription; Medical emergency; Nursing; Family medicine; Business; Service (business); Accounting","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002561285,0.0002811712,0.0007334372,0.00009509631,0.0007435226,0.00001349504,0.0004036565,0.0005036136,0.0008145607],"category_scores_gemma":[0.01333406,0.0002688383,0.0001243654,0.0003455853,0.0001781481,0.000862328,0.0004980078,0.001647281,0.0004312113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005151784,"about_ca_system_score_gemma":0.002394946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481749,"about_ca_topic_score_gemma":0.0004621558,"domain_scores_codex":[0.9954013,0.001698906,0.001179819,0.000570416,0.0005158893,0.0006336556],"domain_scores_gemma":[0.9816349,0.01358738,0.003636604,0.0003401115,0.0005323273,0.0002686952],"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":[0.08886413,0.004687349,0.3268191,0.003771859,0.002989094,0.0007694016,0.1707827,0.0004905764,0.0765951,0.0106261,0.2056767,0.107928],"study_design_scores_gemma":[0.006696815,0.001175167,0.03924289,0.0001472902,0.0004220996,0.0001229985,0.00953977,0.00346892,0.0006232661,0.00008474051,0.9381144,0.000361647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5736388,0.0004851717,0.008701242,0.3148222,0.003873104,0.002864627,0.0002075706,0.0006538036,0.09475348],"genre_scores_gemma":[0.9199657,0.0002724662,0.04935939,0.02779883,0.001076007,0.0001099156,0.00005397024,0.0001018223,0.001261912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7324377,"threshold_uncertainty_score":0.9999764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2050031200757521,"score_gpt":0.4655632399392229,"score_spread":0.2605601198634708,"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."}}