{"id":"W4414447185","doi":"10.1097/ftd.0000000000001372","title":"Abstract for 22nd International Congress of Therapeutic Drug Monitoring and Clinical Toxicology, Banff, Alberta, Canada, September 15–18, 2024","year":2025,"lang":"en","type":"article","venue":"Therapeutic Drug Monitoring","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Therapeutic drug monitoring; Drug; Safety monitoring; MEDLINE; Monitoring and evaluation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009215712,0.0003073969,0.0006090968,0.0001205293,0.000182469,0.00003790432,0.0004375131,0.0003240424,0.0003574225],"category_scores_gemma":[0.000100748,0.0002626847,0.0001979716,0.0001414658,0.0003716725,0.0000837098,0.0001463381,0.0005495897,0.0000064359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186533,"about_ca_system_score_gemma":0.0002618632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01332181,"about_ca_topic_score_gemma":0.0078335,"domain_scores_codex":[0.9979084,0.0002310193,0.0007896433,0.0004974612,0.000094682,0.0004788103],"domain_scores_gemma":[0.9969569,0.002240004,0.0002325319,0.0003291532,0.0001820838,0.00005930229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009971267,0.0005769327,0.7139011,0.0002944575,0.006130296,0.000009349616,0.0004353095,0.00001201801,0.08927181,0.001262989,0.01658455,0.1705241],"study_design_scores_gemma":[0.00410312,0.0001415027,0.5468377,0.0005442107,0.0008770108,0.00001448497,0.001546452,0.00009167265,0.2770596,0.001713183,0.1663791,0.0006919775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927412,0.01602106,0.0002099401,0.003634155,0.04443844,0.0008400221,0.00009395141,0.00006042812,0.007289988],"genre_scores_gemma":[0.9663747,0.0003857906,0.0004409662,0.0002285339,0.0003348038,0.00003651027,0.000006843836,0.00002569789,0.03216618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877878,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824448603303193,"score_gpt":0.3659102081550008,"score_spread":0.3276657221219689,"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."}}