{"id":"W2024687992","doi":"10.1177/197140091002300606","title":"Imaging in Primary Central Nervous System Lymphoma","year":2010,"lang":"en","type":"article","venue":"The Neuroradiology Journal","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Primary central nervous system lymphoma; Medicine; Magnetic resonance imaging; Incidence (geometry); Lymphoma; Radiology; Nuclear medicine; Central nervous system; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003058386,0.0001514467,0.0003105385,0.0001162426,0.0001597212,0.00003230659,0.0001716591,0.00006294409,0.00003243147],"category_scores_gemma":[0.00005057608,0.00008937878,0.000129414,0.0001059103,0.0001367835,0.0000549087,0.00004060938,0.0004139495,0.00003381033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247971,"about_ca_system_score_gemma":0.0001912141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003450477,"about_ca_topic_score_gemma":0.0000114916,"domain_scores_codex":[0.9987786,0.0001478365,0.0003145599,0.0001771294,0.0001417506,0.0004401536],"domain_scores_gemma":[0.9992425,0.0001415776,0.0001187786,0.0002863438,0.00003546093,0.000175303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002221922,0.0002980972,0.8202814,0.0000199129,0.00005265081,0.005742518,0.0002525866,0.0000169093,0.01677384,0.0005639167,0.002190832,0.1535851],"study_design_scores_gemma":[0.002095524,0.0001011793,0.9056689,0.00003665356,0.00006918526,0.08919863,0.0000678054,0.0001987275,0.000198865,0.0000468033,0.002251624,0.00006607566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904333,0.0004408194,0.000011387,0.00506302,0.001570506,0.0001849729,0.000002049082,0.00003824097,0.00225564],"genre_scores_gemma":[0.9974893,0.00009720683,0.00009547814,0.00157749,0.0006592422,0.00001127883,0.000003301862,0.00002200805,0.00004466386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153519,"threshold_uncertainty_score":0.3644761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006470082225766796,"score_gpt":0.2242665693457986,"score_spread":0.2177964871200317,"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."}}