{"id":"W2559190882","doi":"10.1182/blood.v112.11.1671.1671","title":"Validation of a Novel Tissue Array Based Classification of Multiple Myeloma (MM).","year":2008,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Cohort; Medicine; Multiple myeloma; Oncology; Internal medicine; Immunohistochemistry; Pathology; Tissue microarray; Immunoperoxidase; Immunology; Antibody; Monoclonal antibody","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":[0.002497532,0.0005379464,0.0004638324,0.001076335,0.0003127858,0.000866182,0.0004882705,0.0005708399,0.001329195],"category_scores_gemma":[0.00356015,0.000166989,0.0002836526,0.0005273419,0.0003018248,0.0003360614,0.0005279505,0.000478857,0.0008778851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003357414,"about_ca_system_score_gemma":0.0003003348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000865915,"about_ca_topic_score_gemma":0.00102332,"domain_scores_codex":[0.9982961,0.0003982204,0.0001640289,0.0005535554,0.0004694802,0.000118663],"domain_scores_gemma":[0.9980159,0.000602314,0.0003833806,0.0002736184,0.0005981838,0.0001266395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001492599,0.0003682406,0.6904925,0.0001821118,0.0001964034,0.0002332832,0.0001815607,0.001991354,0.2629399,0.0001367635,0.00153228,0.04025304],"study_design_scores_gemma":[0.0001325539,0.002074728,0.8419136,0.00003314041,0.0003247087,0.002634691,0.0002177234,0.03408563,0.1140416,0.0002167487,0.004287664,0.00003719104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860346,0.0007382335,0.008942075,0.0001460921,0.00008075856,0.0002073441,0.0021487,0.0001662857,0.001535889],"genre_scores_gemma":[0.9886062,0.00009053635,0.007258477,0.00007808563,0.00003719359,0.0001553102,0.003290679,0.00001858833,0.000464964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002497532,"threshold_uncertainty_score":0.01320839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481948848454816,"score_gpt":0.3147652170580641,"score_spread":0.2499457285735159,"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."}}