{"id":"W4389259078","doi":"10.1182/blood-2023-187573","title":"Clime: CLL Immune Micro-Environment and Risk of Infections Pre- and Post-Diagnosis: A Population-Based Study","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"Leukemia and Lymphoma Society of Canada; CancerCare Manitoba Foundation; AstraZeneca","keywords":"Medicine; Population; Cancer; Chronic lymphocytic leukemia; Internal medicine; Cancer registry; Pediatrics; Leukemia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005661575,0.0003187745,0.0002756394,0.0008113188,0.001243073,0.000968122,0.0007110057,0.0005447636,0.00191828],"category_scores_gemma":[0.00123227,0.0004736798,0.0004446838,0.001388072,0.000331472,0.0005504941,0.0008108805,0.000798092,0.0005425318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418861,"about_ca_system_score_gemma":0.001785662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1041152,"about_ca_topic_score_gemma":0.1275245,"domain_scores_codex":[0.9996753,0.00008094982,0.00002186774,0.00007177162,0.00005499018,0.00009531291],"domain_scores_gemma":[0.999222,0.00005388193,0.0002625711,0.00006929934,0.0001629817,0.0002292255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005207503,0.00003215457,0.999195,0.000009650318,0.00002310258,0.00003488319,0.00007601517,0.000009775012,0.00005821092,0.000009610661,0.0001608201,0.0003386734],"study_design_scores_gemma":[0.00001456692,0.0000899849,0.9987779,0.00001420013,0.0000315322,0.0001394082,0.0003533098,0.00005447289,0.00002095312,0.00001148356,0.0004892116,0.000003032389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964235,0.0004117642,0.00009436088,0.0001201224,0.000009791634,0.00006131286,0.001935206,0.000007098723,0.0009368207],"genre_scores_gemma":[0.9978182,0.0002001177,0.0001317953,0.0001819483,0.00001982971,0.00007889485,0.0009363586,0.000003957682,0.0006288078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041152,"threshold_uncertainty_score":0.2070183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095143540546056,"score_gpt":0.2800887961759581,"score_spread":0.2691373607704975,"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."}}