{"id":"W2979296208","doi":"10.1182/blood.v124.21.3016.3016","title":"Accurate Diagnosis of Aggressive B Cell Non-Hodgkin Lymphomas Using Gene Expression Profiling of Formalin-Fixed, Paraffin-Embedded Tissues","year":2014,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Gene expression profiling; Lymphoma; Pathology; Gene expression; Biology; Medicine; Gene; Cancer research; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00108483,0.0001906297,0.0001882813,0.001054504,0.0001606268,0.0005000305,0.0002231956,0.0002354153,0.000480684],"category_scores_gemma":[0.001007683,0.0001527178,0.0001080601,0.0004330963,0.0003211229,0.0003282173,0.0003005401,0.000202651,0.0002002247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026796,"about_ca_system_score_gemma":0.0002146035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006217225,"about_ca_topic_score_gemma":0.001834952,"domain_scores_codex":[0.999503,0.0001093967,0.00006892365,0.0001274706,0.0001359606,0.00005530475],"domain_scores_gemma":[0.9995104,0.0001481187,0.0001060474,0.0000818134,0.0001253718,0.00002821868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003894941,0.00008502341,0.4737669,0.0001347819,0.00007576995,0.0005850856,0.0003207165,0.0006718801,0.4920366,0.0002039668,0.0002898693,0.03144003],"study_design_scores_gemma":[0.00002716466,0.0003332894,0.8059878,0.00006715218,0.0001306721,0.004138835,0.0006243083,0.00693214,0.1774336,0.0003842883,0.003923255,0.00001753023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883576,0.000636966,0.009724189,0.00003736771,0.000006898475,0.0000787155,0.0003532807,0.00005264658,0.00075231],"genre_scores_gemma":[0.9840258,0.0003430884,0.01444978,0.00006262022,0.000007598802,0.0000743788,0.0007591696,0.00001263417,0.0002649557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00108483,"threshold_uncertainty_score":0.005737245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801471228970975,"score_gpt":0.2771314768097298,"score_spread":0.2591167645200201,"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."}}