{"id":"W4416141003","doi":"10.1093/neuonc/noaf201.0122","title":"BIOM-34. GENOMIC ANALYSIS OF CSF CTDNA IN LUNG CANCER-RELATED LEPTOMENINGEAL METASTASES","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Aneuploidy; Lung cancer; Chemotherapy; Allele; Mutation; Lung","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":[0.0002164448,0.0002044393,0.0001467212,0.0009268002,0.0002356082,0.0003494741,0.000156403,0.0003251453,0.002161189],"category_scores_gemma":[0.000559652,0.0001152587,0.0001062622,0.0003758843,0.0002347752,0.0001133406,0.0002194954,0.0001726723,0.0004893006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000358209,"about_ca_system_score_gemma":0.0002493219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801852,"about_ca_topic_score_gemma":0.002208552,"domain_scores_codex":[0.9998624,0.00002117236,0.00001743552,0.00003310713,0.00003693748,0.0000288828],"domain_scores_gemma":[0.9998164,0.0000463266,0.00004546572,0.00001408891,0.00004696549,0.00003089215],"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":[0.0008235201,0.00006601541,0.4235211,0.0001896171,0.00003500132,0.005137399,0.0001767215,0.0004408057,0.5154567,0.0002514178,0.0007861641,0.0531156],"study_design_scores_gemma":[0.00004421494,0.0006760933,0.7366759,0.0000364521,0.00006091632,0.02362006,0.0002529221,0.002915459,0.2278474,0.0003045077,0.00755451,0.00001159647],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935454,0.001182981,0.001621159,0.0001186344,0.00001307652,0.00005454271,0.000976906,0.00009435745,0.002392928],"genre_scores_gemma":[0.9959475,0.0001727779,0.002413505,0.00004277605,0.00000574156,0.00002854427,0.0007386525,0.000009974011,0.0006405729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002161189,"threshold_uncertainty_score":0.007229865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397765675728828,"score_gpt":0.3812545465734455,"score_spread":0.3672768898161572,"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."}}