{"id":"W2519777424","doi":"10.1182/blood.v126.23.368.368","title":"Evaluation of Circulating Tumour DNA for the Mutational Characterisation of Multiple Myeloma","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Boréal","funders":"","keywords":"Neuroblastoma RAS viral oncogene homolog; Digital polymerase chain reaction; KRAS; Exome; Exome sequencing; DNA; Cell-free fetal DNA; Molecular biology; Liquid biopsy; Multiple myeloma; Cancer research; Biology; Mutation; Polymerase chain reaction; Cancer; Medicine; Genetics; Gene; Immunology","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":[0.001126351,0.0003926451,0.0003711694,0.00145904,0.0002080344,0.000743631,0.0004096842,0.0005556846,0.002595079],"category_scores_gemma":[0.00273186,0.0001881487,0.0001485254,0.000655073,0.0003036634,0.0002602805,0.0004344342,0.0004633322,0.0005647404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002733175,"about_ca_system_score_gemma":0.0002897614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003774459,"about_ca_topic_score_gemma":0.000457081,"domain_scores_codex":[0.9991406,0.0002224379,0.00005919756,0.0002703342,0.0002578561,0.00004948896],"domain_scores_gemma":[0.998869,0.00045966,0.0001716685,0.00008287795,0.0002722265,0.0001445712],"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":[0.002067963,0.000176275,0.09252982,0.0006886325,0.000117371,0.0008553773,0.0004249822,0.0007848347,0.8225289,0.0003566665,0.0007796355,0.07868955],"study_design_scores_gemma":[0.0002398001,0.003467653,0.1940958,0.0002817551,0.0003183334,0.008538715,0.0002761003,0.01259495,0.7672882,0.0008157813,0.01203534,0.00004747626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635297,0.00498584,0.02536561,0.0002420027,0.00008352979,0.0002166958,0.003229005,0.0004452066,0.001902411],"genre_scores_gemma":[0.9700123,0.0007981503,0.02500634,0.0002120055,0.0000496729,0.0001408762,0.002406002,0.00007083,0.00130373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002595079,"threshold_uncertainty_score":0.008681357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273705593362092,"score_gpt":0.3623388217912122,"score_spread":0.234968262455003,"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."}}