{"id":"W4319297492","doi":"10.3390/curroncol30020148","title":"Prediction of Clinical Outcomes with Explainable Artificial Intelligence in Patients with Chronic Lymphocytic Leukemia","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uniklinikum Giessen und Marburg","keywords":"Receiver operating characteristic; Medicine; Chronic lymphocytic leukemia; Population; Internal medicine; Oncology; Leukemia","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":[],"consensus_categories":[],"category_scores_codex":[0.0008628655,0.0002071787,0.0008129489,0.0003978879,0.00004674938,0.000007724813,0.0001908643,0.0002055358,0.00009371225],"category_scores_gemma":[0.0005321259,0.0001436412,0.00009312558,0.001018344,0.0004704354,0.000101549,0.0001292403,0.0004604247,0.0001326257],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.04941111,"about_ca_system_score_gemma":0.03701349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002718594,"about_ca_topic_score_gemma":0.0003033313,"domain_scores_codex":[0.9971146,0.0001674997,0.000951194,0.0005038214,0.0006554817,0.0006073845],"domain_scores_gemma":[0.9982115,0.0006041655,0.0002375667,0.0004653342,0.000284233,0.0001971936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004362866,0.0007014628,0.8546309,0.0006675805,0.0001467897,0.0001776112,0.0003779567,0.002444192,0.000008240324,0.0003831807,0.0006437271,0.1354554],"study_design_scores_gemma":[0.03484188,0.01393219,0.8276595,0.0009293003,0.0001854315,0.0000405054,0.000418752,0.1172229,0.0002838358,0.0002707924,0.003930393,0.0002845929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972833,0.000109243,0.0003619356,0.00006697031,0.0006412176,0.0009953077,0.00001645488,0.00009887628,0.0004266759],"genre_scores_gemma":[0.9990461,0.0001777568,0.0001483534,0.00002012367,0.0001888589,0.0001241181,0.0001284749,0.00003250769,0.0001337061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351708,"threshold_uncertainty_score":0.9684457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1821768879017113,"score_gpt":0.4421264289664381,"score_spread":0.2599495410647268,"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."}}