{"id":"W4377094732","doi":"10.1007/s00428-023-03558-x","title":"Implementation of circulating tumour DNA multi-target mutation testing in plasma: a perspective from an external quality assessment providers’ survey","year":2023,"lang":"en","type":"article","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"External quality assessment; KRAS; Neuroblastoma RAS viral oncogene homolog; Medicine; Oncology; Internal medicine; Cancer; Computational biology; Pathology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04876313,0.0002101747,0.0003157056,0.001346394,0.000791868,0.00466786,0.0008060483,0.0009932677,0.00254125],"category_scores_gemma":[0.0827674,0.000265681,0.0004205081,0.003361187,0.001201657,0.002047498,0.002157938,0.001318404,0.0003743683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005028512,"about_ca_system_score_gemma":0.009720803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02646377,"about_ca_topic_score_gemma":0.01273515,"domain_scores_codex":[0.9595268,0.02638611,0.002745199,0.002119752,0.005917129,0.003305023],"domain_scores_gemma":[0.8318752,0.06144448,0.04407306,0.006465601,0.04381661,0.01232492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641813,0.0001677121,0.9373705,0.0002492886,0.00005811351,0.0002558761,0.005667209,0.0005224829,0.0006346307,0.00320263,0.00834644,0.04326097],"study_design_scores_gemma":[0.00005428498,0.0007092994,0.9423538,0.0006407761,0.00004811631,0.0004046636,0.01422729,0.002461127,0.0009814485,0.0008935198,0.03715917,0.00006647228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987209,0.002103309,0.007484303,0.07011237,0.0001864524,0.0003211973,0.004017715,0.00009153895,0.01696229],"genre_scores_gemma":[0.9887251,0.0005940134,0.001853273,0.00702548,0.00005752987,0.0001083971,0.0008684266,0.00003969851,0.0007280302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04876313,"threshold_uncertainty_score":0.2578872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0876806767891409,"score_gpt":0.4439683351936,"score_spread":0.3562876584044591,"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."}}