{"id":"W4411978889","doi":"10.33612/diss.1346441894","title":"Circulating Tumor DNA in Aggressive B-Cell Lymphomas: Tumor Cell Characterization and Disease Dynamics","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Characterization (materials science); Cell; Dynamics (music); DNA; Disease; Cancer research; Medicine; Biology; Pathology; Psychology; Materials science; Nanotechnology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005773016,0.0002677862,0.0003634631,0.00152815,0.0001692741,0.001484942,0.0002497913,0.0004994817,0.001002552],"category_scores_gemma":[0.0009970065,0.0002149769,0.0001553803,0.001129333,0.0003167209,0.0007072904,0.0003744824,0.0004594311,0.0003822017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004181492,"about_ca_system_score_gemma":0.0002534558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009178324,"about_ca_topic_score_gemma":0.0009214753,"domain_scores_codex":[0.9996617,0.00004660656,0.00002429951,0.0001309851,0.0001042078,0.00003227936],"domain_scores_gemma":[0.9994796,0.0001219402,0.0002099178,0.00003611299,0.00009277905,0.00005957541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009267514,0.0001114488,0.2859879,0.0008555831,0.0001794527,0.0006053364,0.0009233642,0.001557531,0.5418473,0.001497744,0.001525855,0.1639817],"study_design_scores_gemma":[0.000066685,0.001030814,0.6188613,0.0003704945,0.0003656435,0.008149558,0.001278433,0.01306453,0.3048081,0.005865978,0.04603385,0.0001045912],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944226,0.03223094,0.01649918,0.0004763951,0.00008295608,0.00006155197,0.002989391,0.0002715049,0.003162088],"genre_scores_gemma":[0.9798023,0.007428642,0.008812612,0.0002152876,0.0001242504,0.00006670718,0.001827952,0.00005555954,0.001666468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00152815,"threshold_uncertainty_score":0.003353894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003230455427478067,"score_gpt":0.212231717507826,"score_spread":0.2090012620803479,"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."}}