{"id":"W4401352446","doi":"10.3390/onco4030013","title":"A Systems Biology Analysis of Chronic Lymphocytic Leukemia","year":2024,"lang":"en","type":"article","venue":"Onco","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chronic lymphocytic leukemia; Biology; Leukemia; Computational biology; Evolutionary biology; Cancer research; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004137419,0.0001580848,0.0006863162,0.0008285987,0.00002773252,0.00002991611,0.0001687575,0.0001822147,0.0004476342],"category_scores_gemma":[0.0001088315,0.0001224492,0.0003236073,0.002167336,0.0001913282,0.00004708866,0.00008596112,0.0001719474,0.0003027632],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1336962,"about_ca_system_score_gemma":0.04820009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005245906,"about_ca_topic_score_gemma":0.00009285914,"domain_scores_codex":[0.9983382,0.00006976921,0.0004262699,0.0004106664,0.0003489624,0.0004061725],"domain_scores_gemma":[0.9987562,0.0003158296,0.0000539992,0.0006073999,0.0001040637,0.0001625427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002364294,0.0006216186,0.007365251,0.03907454,0.1102185,0.01157842,0.005946716,0.1118193,0.2575506,0.1721604,0.07993308,0.2013673],"study_design_scores_gemma":[0.00352528,0.0004080698,0.0002000243,0.0003858082,0.00234511,0.0002150978,0.00006380946,0.95141,0.001285256,0.00004018184,0.03999198,0.000129409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934268,0.03755768,0.001544263,0.0001083034,0.0008327989,0.0005653966,0.00006347435,0.0002896566,0.02477044],"genre_scores_gemma":[0.9934108,0.0004763666,0.00005663156,0.00003566423,0.0003426141,0.00003940411,0.00008645719,0.00003060701,0.005521466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8395907,"threshold_uncertainty_score":0.9571958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227178649355923,"score_gpt":0.3514686765815982,"score_spread":0.3287508116460059,"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."}}