{"id":"W4403510885","doi":"10.1093/neuonc/noae144.156","title":"P08.03.A CSF-BASED PROTEOMIC BIOMARKERS OF RESPONSE TO MULTI-AGENT INTRAVENTRICULAR CHEMOTHERAPY IN CNS LYMPHOMA","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Advanced Proteomics Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lymphoma; Chemotherapy; Oncology; Pathology; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004090978,0.000218892,0.00032742,0.0006631296,0.0002106576,0.0007028784,0.0002626199,0.0003763664,0.001806414],"category_scores_gemma":[0.001109815,0.00009003434,0.0001935074,0.0005392164,0.0001975718,0.0002364503,0.0002587215,0.0003471836,0.0005789141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161999,"about_ca_system_score_gemma":0.0003054657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005524873,"about_ca_topic_score_gemma":0.0004892675,"domain_scores_codex":[0.9997718,0.00004601579,0.00003709785,0.00004744852,0.0000625471,0.00003512032],"domain_scores_gemma":[0.999334,0.0001305874,0.0002488529,0.00003296572,0.0001558576,0.00009767449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004360259,0.0003423644,0.8387925,0.0002181196,0.000137674,0.001362716,0.0001364921,0.000714415,0.1068486,0.0001186396,0.001910346,0.04505782],"study_design_scores_gemma":[0.00009978662,0.002378918,0.9543526,0.00003918332,0.0001536418,0.004910274,0.0002434511,0.002906561,0.03118515,0.0002813053,0.003432307,0.00001685821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963569,0.0007782883,0.0004380789,0.0001184827,0.00002364502,0.00003848918,0.00130572,0.00003958036,0.0009008241],"genre_scores_gemma":[0.9972983,0.0001244914,0.0008341746,0.00007733933,0.00001634483,0.00004380428,0.001202579,0.000007555256,0.0003954305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001806414,"threshold_uncertainty_score":0.006043017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571609667496574,"score_gpt":0.3112791570470995,"score_spread":0.2955630603721338,"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."}}