{"id":"W4253128972","doi":"10.1002/9780471420194.tnmc55.pub3","title":"Non‐Hodgkin Lymphomas","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Hodgkin lymphoma; Medicine; Lymphoma; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003337216,0.0003452556,0.0006573814,0.0001621321,0.00004900406,0.00002161845,0.0001661281,0.0003381698,0.01683788],"category_scores_gemma":[0.00004082357,0.0002567418,0.0002025235,0.00003984659,0.00007557172,0.0000144079,0.00006921875,0.00009418665,0.001629579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157082,"about_ca_system_score_gemma":0.0002574524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006141769,"about_ca_topic_score_gemma":0.0003572794,"domain_scores_codex":[0.9989246,0.000008484514,0.0001584618,0.0003828848,0.0002545984,0.0002709486],"domain_scores_gemma":[0.9984865,0.00002046807,0.0002263762,0.00105019,0.00002933229,0.0001871713],"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":[0.00002494076,0.0008958553,0.002550777,0.0001019397,0.0003240321,0.0006446706,0.00001162679,1.331036e-8,0.000008421673,0.00003076545,0.9506911,0.04471588],"study_design_scores_gemma":[0.003308912,0.0001981468,0.0179021,0.001311039,0.0003733283,0.00008748426,0.000004093011,0.00001000382,0.00007941775,0.00001166926,0.9764884,0.0002253892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004309713,0.002641474,0.000002370593,0.000831636,0.000478505,0.0005313077,0.00230658,0.0002306911,0.9925464],"genre_scores_gemma":[0.001728747,0.001496744,0.001683573,0.0006277835,0.001939318,0.0000603197,0.003890555,0.000416863,0.9881561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04449049,"threshold_uncertainty_score":0.9999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208500514012718,"score_gpt":0.3192980448404833,"score_spread":0.2972130397003561,"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."}}