{"id":"W3199545669","doi":"10.1016/j.jmoldx.2021.08.011","title":"DMG26","year":2021,"lang":"en","type":"article","venue":"Journal of Molecular Diagnostics","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Beatrice Hunter Cancer Research Institute; McMaster University; Nova Scotia Health Authority; Dalhousie University","funders":"Beatrice Hunter Cancer Research Institute","keywords":"Fluorescence in situ hybridization; Multiple myeloma; Plasma cell leukemia; Oncology; Internal medicine; Biology; Exon; Cohort; Medicine; Gene; Cancer research; Pathology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001076446,0.00007152883,0.0002105074,0.00007418489,0.00002143937,0.00001849632,0.00005313222,0.000044285,0.0001590435],"category_scores_gemma":[0.002930067,0.00005632645,0.0001630131,0.0001346989,0.00002509387,0.00003152654,0.0000313809,0.0002021731,0.00003717818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005156672,"about_ca_system_score_gemma":0.0003497539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001592724,"about_ca_topic_score_gemma":9.223244e-7,"domain_scores_codex":[0.9990432,0.00004650286,0.0002319995,0.00007131213,0.0004465154,0.0001604313],"domain_scores_gemma":[0.9987384,0.0001835573,0.00008964896,0.0001597557,0.00056215,0.0002664665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005672196,0.003453739,0.2848023,0.0002408037,0.002229079,0.3996332,0.0001786717,0.0001102696,0.184694,0.001723372,0.03040918,0.09195823],"study_design_scores_gemma":[0.009977485,0.001710888,0.194004,0.0006180303,0.0007200836,0.0121335,0.0001427496,0.0001164947,0.7297491,0.001442593,0.04917299,0.000212028],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785939,0.01014129,0.004671082,0.002967695,0.0002281916,0.00009930224,0.000006574885,0.000007227352,0.003284753],"genre_scores_gemma":[0.9863811,0.002388929,0.01021858,0.0006325807,0.0001399715,0.000001175407,0.000008370176,0.00001486684,0.0002144835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5450552,"threshold_uncertainty_score":0.3507776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786387455332098,"score_gpt":0.3149990715666114,"score_spread":0.2971351970132904,"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."}}