{"id":"W4401543054","doi":"10.1186/s12885-024-12745-1","title":"Knowledge, skills, and confidence gaps impacting treatment decision making in relapsed/refractory chronic lymphocytic leukemia and mantle cell lymphoma: a quantitative survey study in France, Germany, and the United States","year":2024,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axdev Group (Canada)","funders":"Eli Lilly and Company","keywords":"Chronic lymphocytic leukemia; Mantle cell lymphoma; Medicine; Surgical oncology; Refractory (planetary science); Young adult; Lymphoma; Leukemia; Internal medicine; Oncology; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001468573,0.0003282746,0.0005982881,0.0005412861,0.0001186086,0.0001390186,0.0001064928,0.0001189185,0.00003720903],"category_scores_gemma":[0.0002916259,0.0002190768,0.0000427548,0.0009661331,0.0004052678,0.0001391632,0.0001789744,0.0002407275,0.00001023014],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.04823416,"about_ca_system_score_gemma":0.01488745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05875015,"about_ca_topic_score_gemma":0.05527703,"domain_scores_codex":[0.9974738,0.0004846157,0.0004995525,0.0006873611,0.0003378038,0.0005168309],"domain_scores_gemma":[0.9938408,0.005512255,0.00009371334,0.0003279061,0.00009224788,0.0001330721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0154813,0.003221432,0.6360358,0.008199642,0.001293139,0.004192627,0.1925766,0.01156348,0.0006288251,0.0005030776,0.001104575,0.1251995],"study_design_scores_gemma":[0.08639164,0.001008692,0.4798328,0.003259556,0.0001674262,0.000169056,0.003718541,0.4242059,0.0001315772,0.0001555528,0.0006015251,0.0003577623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059728,0.09232808,0.00004780793,0.0000160521,0.0001374062,0.001306517,0.00002679728,0.00003424137,0.0001302939],"genre_scores_gemma":[0.9813976,0.01757172,0.0000703704,0.00003709824,0.00005899403,0.0002115029,0.00001148848,0.00005143064,0.0005897729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4126424,"threshold_uncertainty_score":0.9906972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03193602402182785,"score_gpt":0.3767231491470536,"score_spread":0.3447871251252258,"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."}}