{"id":"W4283384745","doi":"10.1097/01.hs9.0000851224.51567.a8","title":"PB2098: ‘REAL-WORLD’ TREATMENT PATTERNS AND PATHWAYS OF SECOND LINE DIFFUSE LARGE B-CELL LYMPHOMA PATIENTS IN UK, CANADA, FRANCE, GERMANY, ITALY AND SPAIN USING A PROSPECTIVE SURVEY OF PHYSICIANS","year":2022,"lang":"en","type":"article","venue":"HemaSphere","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffuse large B-cell lymphoma; Medicine; Lymphoma; Internal medicine; Refractory (planetary science); Pediatrics; Oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001049695,0.0002356904,0.0006176549,0.00006718913,0.0000798888,0.000006079938,0.00004401553,0.00003448101,0.0001038286],"category_scores_gemma":[0.000007947041,0.0002072876,0.00005454011,0.0002534538,0.00003773574,0.00003731048,0.00009145626,0.00005064762,2.197934e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006965383,"about_ca_system_score_gemma":0.0003375044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5796244,"about_ca_topic_score_gemma":0.846426,"domain_scores_codex":[0.9986172,0.0001033314,0.00037331,0.0003491764,0.0002834168,0.0002736029],"domain_scores_gemma":[0.9992565,0.0001242026,0.000230856,0.0002381142,0.00006668002,0.00008367009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001747575,0.008370383,0.9872462,0.0001712394,0.0001430518,0.0001282669,0.001038588,0.000004568929,0.0001581277,0.00001981181,0.00006132037,0.002483662],"study_design_scores_gemma":[0.02092522,0.0009053985,0.9728941,0.0001183973,0.0001055007,0.000005522204,0.0004316116,0.0003819737,0.00397462,0.000006553085,0.00009585646,0.0001552601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995876,0.0004768658,0.00000185335,0.0000160634,0.00005004057,0.0007526805,0.002397401,0.000007225309,0.0004218488],"genre_scores_gemma":[0.9991067,0.0001095012,0.00004653035,0.00009068867,0.00001476075,0.00009037726,0.000189182,0.00002880246,0.0003234649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2668016,"threshold_uncertainty_score":0.8452944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244380739963297,"score_gpt":0.2304264762362094,"score_spread":0.2179826688365765,"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."}}