{"id":"W4409689988","doi":"10.1158/1538-7445.am2025-51","title":"Abstract 51: 10 second classification of spontaneous lymphoma in patient-derived tumor xenograft models","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Lymphoma; Oncology; Internal medicine; Cancer research","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":[0.001502283,0.0003625165,0.000329239,0.0007533112,0.0002017615,0.0005715518,0.0002067114,0.0003659532,0.001817425],"category_scores_gemma":[0.001219426,0.0001185,0.0003481066,0.0002837981,0.0002325997,0.0002449742,0.000369316,0.0004735831,0.0006873649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480542,"about_ca_system_score_gemma":0.0002267102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005371069,"about_ca_topic_score_gemma":0.0006211216,"domain_scores_codex":[0.9991709,0.0002034527,0.0001058405,0.0001849833,0.0002698654,0.00006489456],"domain_scores_gemma":[0.9989999,0.0003152305,0.0001509972,0.0002000982,0.0002511231,0.00008264624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002662006,0.0009195848,0.1981477,0.0001917748,0.0001493093,0.0005622288,0.0002008959,0.003452158,0.7401059,0.0004064765,0.0008996004,0.05230237],"study_design_scores_gemma":[0.00009223154,0.006153492,0.3308729,0.00004332855,0.0002285846,0.005642934,0.0002547136,0.07375918,0.5757992,0.0003638982,0.006743236,0.00004637092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777151,0.0003455409,0.01922562,0.00004007685,0.00004064012,0.0002140752,0.0008159012,0.000352477,0.00125064],"genre_scores_gemma":[0.9899461,0.00008861344,0.007301165,0.00002815121,0.0000072859,0.0001386196,0.001694627,0.00003797498,0.0007574299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001817425,"threshold_uncertainty_score":0.007944882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408161946977086,"score_gpt":0.3685598846149884,"score_spread":0.3244782651452175,"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."}}