{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001213275,0.001592768,0.0009007861,0.00177243,0.002750237,0.003240122,0.00123771,0.002249797,0.3273006],"category_scores_gemma":[0.0009131643,0.0003403451,0.0008181862,0.0007540064,0.0008408412,0.0007461626,0.001383821,0.002774411,0.1038329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005851359,"about_ca_system_score_gemma":0.008780797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1557474,"about_ca_topic_score_gemma":0.4669513,"domain_scores_codex":[0.9991093,0.00004639673,0.00002587312,0.0001312275,0.000482484,0.000204705],"domain_scores_gemma":[0.9984701,0.00005974567,0.00004750606,0.00005057192,0.0009354615,0.0004366264],"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":[0.0002263167,0.00008414801,0.0003590621,0.000081807,0.00001437785,0.00007879737,0.00002059789,0.0001228957,0.001248972,0.0004689949,0.9586436,0.03865048],"study_design_scores_gemma":[0.0000240592,0.00004194227,0.002497286,0.00005494139,0.000008312308,0.00003441861,0.00004097869,0.0001190301,0.0004186914,0.0001897302,0.99656,0.00001055372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00761615,0.03967426,0.003597412,0.04993279,0.1789357,0.001102554,0.008459009,0.001079546,0.7096025],"genre_scores_gemma":[0.002522295,0.00195427,0.0003236236,0.000927043,0.003127097,0.00002726184,0.00103062,0.00006985502,0.990018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8442526,"threshold_uncertainty_score":0.959524,"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."}}