{"id":"W4392121666","doi":"10.15173/m.v1i35.2200","title":"Hodgkin's Lymphoma","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphoma; Medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000911092,0.00009283086,0.0001542299,0.00002718975,0.00004111412,0.00001279878,0.00008531442,0.00002995046,0.001180339],"category_scores_gemma":[0.000022111,0.0000477131,0.00008578416,0.00008976103,0.00003254014,0.00002218812,0.00002667386,0.00002623585,0.004500212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175074,"about_ca_system_score_gemma":0.0001846407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006664742,"about_ca_topic_score_gemma":0.000001700788,"domain_scores_codex":[0.9994128,0.0000203082,0.00009165721,0.0001423344,0.000160912,0.0001720101],"domain_scores_gemma":[0.9993116,0.00007984502,0.00002919857,0.0004591862,0.00002306698,0.00009707946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002582119,0.002444284,0.7689301,0.00009263887,0.0005097708,0.00007063973,0.002732477,7.748102e-7,0.003362319,0.008931849,0.08421093,0.128456],"study_design_scores_gemma":[0.002371104,0.0002356102,0.7632635,0.00004842766,0.0001380142,0.0001543622,0.0004994383,0.000008618054,0.01167428,0.0001808666,0.2213267,0.00009906583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622236,0.0005529696,4.733996e-7,0.007848025,0.0005837594,0.0003508806,0.000002055248,0.00003919775,0.02839897],"genre_scores_gemma":[0.9888815,0.00004127765,0.0001123386,0.002129826,0.0002102895,0.00005288251,0.000006162423,0.00001385483,0.008551849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1371158,"threshold_uncertainty_score":0.9997327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00821799385143913,"score_gpt":0.2531611500474509,"score_spread":0.2449431561960118,"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."}}