{"id":"W1989512507","doi":"10.1016/j.anndiagpath.2014.02.008","title":"Livin, a novel marker in lymphoma type distinction","year":2014,"lang":"en","type":"article","venue":"Annals of Diagnostic Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Isfahan University of Medical Sciences","keywords":"Lymphoma; Receiver operating characteristic; Glyceraldehyde 3-phosphate dehydrogenase; Diffuse large B-cell lymphoma; Pathology; Immunohistochemistry; Biomarker; Likelihood ratios in diagnostic testing; Medicine; Tissue microarray; Oncology; Internal medicine; Biology; Gene expression; Gene; Genetics","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":[0.0007703357,0.0004787662,0.0004105984,0.002856398,0.000449784,0.001718355,0.000450538,0.0008475246,0.00206659],"category_scores_gemma":[0.001383815,0.0002850221,0.0002769238,0.000798985,0.0004562974,0.001236181,0.0007781008,0.0009794888,0.0008953277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005598334,"about_ca_system_score_gemma":0.0002605598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002535129,"about_ca_topic_score_gemma":0.0003879945,"domain_scores_codex":[0.9995546,0.00009825629,0.00004588302,0.0001066452,0.0001143634,0.00008019429],"domain_scores_gemma":[0.9994082,0.0001640195,0.0001370922,0.00004596775,0.0001166959,0.000127992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00393247,0.000252399,0.4233188,0.0005043772,0.000208699,0.005241738,0.0002800657,0.0008743977,0.3515736,0.002234625,0.004573543,0.2070053],"study_design_scores_gemma":[0.0004878897,0.002387142,0.5409636,0.0003870199,0.0007109383,0.07630994,0.001183468,0.04346519,0.2680279,0.01062979,0.05525643,0.0001906525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605455,0.01634853,0.009922308,0.0008418399,0.0004061885,0.00007060059,0.0005499179,0.0004710606,0.01084401],"genre_scores_gemma":[0.9885232,0.001310752,0.007199193,0.000124088,0.0002266661,0.00003812673,0.00049931,0.00003213527,0.002046603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002856398,"threshold_uncertainty_score":0.006913424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189137503592354,"score_gpt":0.3134994420257132,"score_spread":0.2716080669897896,"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."}}