{"id":"W2055809488","doi":"10.1093/neuonc/nor152","title":"MEDICAL AND NEURO-ONCOLOGY","year":2011,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Dalhousie University; University of Calgary","funders":"","keywords":"Medicine; Internal medicine; Oncology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007836093,0.0001873393,0.0005964992,0.00007656946,0.0001042194,0.00000590467,0.0002888396,0.0006041664,0.005967271],"category_scores_gemma":[0.003402726,0.0001097506,0.00008315739,0.0002371617,0.001308445,0.0000477236,0.0002775748,0.0007437875,0.0002171612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005181026,"about_ca_system_score_gemma":0.0004672484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006391261,"about_ca_topic_score_gemma":0.00005331698,"domain_scores_codex":[0.9976323,0.0003616629,0.0004276499,0.0005786676,0.0004498925,0.0005498228],"domain_scores_gemma":[0.9973832,0.001146978,0.0001125021,0.0002068816,0.00005931807,0.001091081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009621826,0.001602016,0.05931171,0.00005523804,0.00004078719,0.00829937,0.0006010971,3.462748e-8,0.1878006,0.004137535,0.02080948,0.7163799],"study_design_scores_gemma":[0.002410966,0.01223456,0.04156846,0.00001838506,0.00007209207,0.004220596,0.0001592652,0.0001693278,0.002587662,0.002222613,0.9341487,0.0001873601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257631,0.0002845598,0.00009522853,0.04732233,0.001504453,0.0004014579,0.000003002771,0.0001607081,0.1244651],"genre_scores_gemma":[0.9381897,0.0008171528,0.001114343,0.05904149,0.000657535,0.00003567823,0.00000527051,0.00001209599,0.0001267563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9133393,"threshold_uncertainty_score":0.9949414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06514576540051202,"score_gpt":0.3264877459696587,"score_spread":0.2613419805691467,"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."}}