{"id":"W4411321377","doi":"10.1002/hon.70096_549","title":"549 | PROSPECTIVE PATIENT PREFERENCE STUDY FOR CHRONIC LYMPHOCYTIC LEUKEMIA TREATMENT ATTRIBUTES IMPACTING PATIENT SHARED‐DECISION MAKING","year":2025,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"BeiGene","keywords":"Chronic lymphocytic leukemia; Preference; Medicine; Leukemia; Oncology; Intensive care medicine; Internal medicine; Statistics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003605441,0.0004817001,0.001437458,0.0002734004,0.000347636,0.00005659662,0.000264412,0.0004552235,0.0002401261],"category_scores_gemma":[0.002239788,0.0003250283,0.0003011212,0.0005920498,0.000208733,0.00009572899,0.0004489171,0.0003399426,0.00007816518],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2678345,"about_ca_system_score_gemma":0.03064069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001778826,"about_ca_topic_score_gemma":0.0001738942,"domain_scores_codex":[0.9959763,0.0002301631,0.001035905,0.001134546,0.0005243099,0.00109878],"domain_scores_gemma":[0.9948532,0.003459702,0.0003075986,0.0007026605,0.0004257304,0.0002511135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04017468,0.01348393,0.07940232,0.002345889,0.003827418,0.007931424,0.01330734,0.003808014,0.00237748,0.009527995,0.01372119,0.8100923],"study_design_scores_gemma":[0.2833838,0.3229943,0.05394857,0.00606953,0.002980381,0.006514516,0.01553186,0.2235872,0.03184411,0.01277092,0.03756264,0.002812161],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858304,0.001312082,0.001482774,0.0002190095,0.0003550547,0.007545002,0.00003537479,0.0002210009,0.002999296],"genre_scores_gemma":[0.993973,0.00006926655,0.00262207,0.0002767304,0.00009000627,0.002714255,0.00003275112,0.00003266974,0.0001893113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8072801,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07115118766882485,"score_gpt":0.398998466693662,"score_spread":0.3278472790248371,"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."}}