{"id":"W1999197607","doi":"10.1093/neuonc/nos229","title":"CLIN-NEURO/MEDICAL ONCOLOGY","year":2012,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Cancer Treatment and Pharmacology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Neurological Institute and Hospital; Western University; McGill University","funders":"","keywords":"Medicine; Internal medicine; Oncology; Medical physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005443646,0.0002907212,0.0008341857,0.0001842404,0.0001092014,0.000005471992,0.0002133617,0.0006893214,0.007757304],"category_scores_gemma":[0.0006041561,0.0002502818,0.0002120159,0.0002505237,0.0003567539,0.00009827816,0.0001761674,0.001041439,0.001624684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005615454,"about_ca_system_score_gemma":0.001267017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004299829,"about_ca_topic_score_gemma":0.00005435492,"domain_scores_codex":[0.9971672,0.0005123908,0.0005409215,0.0004519107,0.0003744141,0.0009531376],"domain_scores_gemma":[0.9966117,0.001741986,0.0001799973,0.0003509106,0.00008667542,0.00102876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00327055,0.008864289,0.08212835,0.00008238874,0.0003265498,0.004881035,0.001343324,0.000001723823,0.1568325,0.001284376,0.4706607,0.2703242],"study_design_scores_gemma":[0.006846753,0.006824279,0.006600282,0.000008206355,0.0003869017,0.003805623,0.0000631022,0.00005242713,0.005358441,0.00004432635,0.9698356,0.0001741071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.736956,0.001563048,0.00006261559,0.06426235,0.01152512,0.001019005,0.00001551893,0.000335506,0.1842608],"genre_scores_gemma":[0.9222938,0.001131425,0.0004413488,0.0697705,0.004940504,0.0001780793,0.000049798,0.00006892528,0.001125628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4991749,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223163820791155,"score_gpt":0.4116295984714325,"score_spread":0.3593979602635209,"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."}}