{"id":"W2564545457","doi":"10.1093/jnci/djw250","title":"General Biomarker Recommendations for Lymphoma","year":2016,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Cancer Institute","keywords":"Clinical trial; Medicine; Follicular lymphoma; Context (archaeology); Disease; Lymphoma; Biomarker; Identification (biology); Oncology; Cancer; Internal medicine; Medical physics; Intensive care medicine","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":[0.1141788,0.002735299,0.004577024,0.007996935,0.003377036,0.008651908,0.01579056,0.04866004,0.02337311],"category_scores_gemma":[0.2284451,0.002689059,0.009246038,0.008872776,0.003701106,0.00901046,0.006440933,0.03594601,0.02579536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006533788,"about_ca_system_score_gemma":0.03758143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095366,"about_ca_topic_score_gemma":0.01584353,"domain_scores_codex":[0.924842,0.03411725,0.01598412,0.003173112,0.01740873,0.004474749],"domain_scores_gemma":[0.7293378,0.0938819,0.0223518,0.01581167,0.1176592,0.02095763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002391038,0.0001719489,0.0007981376,0.001790248,0.00009251924,0.0003174393,0.0001530245,0.0006578011,0.0006090341,0.007524291,0.9168571,0.07078943],"study_design_scores_gemma":[0.0004829514,0.0002781364,0.002306042,0.004648929,0.0002787168,0.0004879485,0.0001377219,0.0004930379,0.0004590472,0.01391461,0.9764112,0.0001017341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001235879,0.02760428,0.03390199,0.8006903,0.0387751,0.008797888,0.008444159,0.003138815,0.07741174],"genre_scores_gemma":[0.005732151,0.02702565,0.1219777,0.7612705,0.02321795,0.01159122,0.01292407,0.0006926803,0.03556801],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1141788,"threshold_uncertainty_score":0.6038423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078762862621479,"score_gpt":0.3864190519763076,"score_spread":0.2785427657141596,"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."}}