{"id":"W3015876203","doi":"10.1080/16078454.2020.1749473","title":"Up to half of patients diagnosed with chronic lymphocytic leukemia in México may not require treatment","year":2020,"lang":"en","type":"article","venue":"Hematology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Chronic lymphocytic leukemia; Medicine; Leukemia; Internal medicine; Oncology; Cancer research; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.00008419892,0.0002723817,0.0009220465,0.0001952249,0.00002951004,0.000006439654,0.0001882802,0.0001835284,0.0002645491],"category_scores_gemma":[0.000301908,0.0002068597,0.00008830143,0.0005479103,0.0001781295,0.00006596265,0.000117864,0.0001384972,0.0002700832],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.07436532,"about_ca_system_score_gemma":0.0237919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003364022,"about_ca_topic_score_gemma":0.001209446,"domain_scores_codex":[0.9977672,0.00008586494,0.0005304585,0.0005613861,0.0004245313,0.000630584],"domain_scores_gemma":[0.9985767,0.0002647866,0.0001128764,0.0005238975,0.0001187127,0.0004030479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.0815061,0.002754172,0.6395205,0.02210572,0.003348763,0.04369393,0.06339031,0.01214751,0.01292743,0.04985948,0.01744378,0.05130233],"study_design_scores_gemma":[0.5159641,0.04575969,0.05068763,0.002869103,0.0006370398,0.002288853,0.001849746,0.07132787,0.2619076,0.0001071385,0.0446201,0.001981131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964474,0.0002575708,0.00007208143,0.001190174,0.00008302417,0.001252922,0.0000135647,0.00005814114,0.0006250789],"genre_scores_gemma":[0.9981186,0.00006162054,0.0002195112,0.0008237202,0.00006501702,0.0001983446,0.00004199428,0.00005021129,0.0004210063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5888329,"threshold_uncertainty_score":0.9817423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401848202723082,"score_gpt":0.3052071261607171,"score_spread":0.2711886441334863,"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."}}