{"id":"W4225763352","doi":"10.30683/1927-7229.2021.10.06","title":"Application of the Plan-Do-Check-Act Cycle for Managing Immune-Related Adverse Events","year":2021,"lang":"en","type":"article","venue":"Journal of Analytical Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PDCA; Medicine; Adverse effect; Medical record; Flow chart; Chart; Medical emergency; Emergency medicine; Diarrhea; Emergency department; Quality management; Operations management; Internal medicine; Management system; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0005235245,0.00007278862,0.0003845691,0.0000709358,0.00003935686,0.000001819876,0.0001153281,0.0001149977,0.0001324002],"category_scores_gemma":[0.0001548538,0.00004756956,0.0004847259,0.000248463,0.00008626832,0.00003919119,0.00002731046,0.0002146851,0.000002461418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045724,"about_ca_system_score_gemma":0.0003886645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001139788,"about_ca_topic_score_gemma":0.000005753745,"domain_scores_codex":[0.9988304,0.00006548694,0.0006921157,0.00009248258,0.0001856979,0.0001337525],"domain_scores_gemma":[0.9988585,0.0001754377,0.0004933486,0.0001745085,0.0002378741,0.00006036668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.04433633,0.005608884,0.1451164,0.0008148148,0.0115689,0.0005644645,0.001833365,0.001423882,0.3896681,0.01001394,0.008488047,0.3805629],"study_design_scores_gemma":[0.04217828,0.006860961,0.6215231,0.001070968,0.00465567,0.004652796,0.003263485,0.03242728,0.03575741,0.01275802,0.234349,0.0005030442],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968113,0.001516342,0.003602507,0.01938293,0.0007435742,0.0003876812,0.000008550472,0.000007632603,0.006237805],"genre_scores_gemma":[0.9981329,0.0001980431,0.0006184356,0.0004637712,0.00009759958,0.00000270537,0.000003544626,0.00000904744,0.0004739587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4764067,"threshold_uncertainty_score":0.193983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657858328572367,"score_gpt":0.3296343820960424,"score_spread":0.3130557988103188,"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."}}