{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004012166,0.0003374062,0.000334263,0.0006410708,0.0004331339,0.0006644492,0.0002131061,0.000269445,0.002070695],"category_scores_gemma":[0.0008868513,0.0001304992,0.0006941265,0.0003301043,0.0003691431,0.0003590817,0.0004164947,0.0002820916,0.0001204793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044669,"about_ca_system_score_gemma":0.0009368775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037487,"about_ca_topic_score_gemma":0.006644678,"domain_scores_codex":[0.999849,0.00004951183,0.000006635585,0.00003906214,0.00003067309,0.00002509613],"domain_scores_gemma":[0.9997481,0.0001543774,0.00003452328,0.00001960631,0.00002773876,0.00001563639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000202814,0.0001406195,0.02506989,0.0002854868,0.0002935061,0.0002744672,0.0002116843,0.8134817,0.04680172,0.07365975,0.001092025,0.03848635],"study_design_scores_gemma":[0.00001070945,0.00007182581,0.007983151,0.000006784393,0.00002860608,0.00004527203,0.00004779701,0.9752246,0.002077722,0.01277671,0.001714213,0.00001258704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7939889,0.001317537,0.1911606,0.001070462,0.00007133136,0.0001326411,0.001348823,0.0005392449,0.01037043],"genre_scores_gemma":[0.98622,0.0003641333,0.01170539,0.00003684756,0.00001392098,0.00006605563,0.0003729966,0.00001313937,0.001207567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01037487,"threshold_uncertainty_score":0.02062899,"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."}}