{"id":"W4386808336","doi":"10.1093/neuonc/noad171","title":"Unraveling schwannomas","year":2023,"lang":"en","type":"letter","venue":"Neuro-Oncology","topic":"Neurofibromatosis and Schwannoma Cases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pediatric oncology; Medicine; Library science; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002578885,0.0006172159,0.001506171,0.0006225801,0.0001674615,0.00005857102,0.0003623652,0.00186749,0.0004063642],"category_scores_gemma":[0.000736812,0.0005673189,0.0005055299,0.0005088425,0.000218824,0.00006374253,0.000288983,0.004374538,0.003150398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520006,"about_ca_system_score_gemma":0.0009591096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003299979,"about_ca_topic_score_gemma":0.000002769438,"domain_scores_codex":[0.9960253,0.0003663808,0.0008435099,0.001150223,0.0006407952,0.0009737564],"domain_scores_gemma":[0.996673,0.001507171,0.0003813856,0.001017095,0.0001874396,0.0002338986],"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":[0.00008376304,0.00005810602,0.0001365048,0.0002908494,0.00008258051,0.08458042,0.00004837377,8.697828e-7,0.04243616,0.0000269493,0.8692726,0.002982773],"study_design_scores_gemma":[0.001134202,0.002019178,0.0002315785,0.0001508574,0.0003218441,0.007250093,0.00002806021,0.0000414351,0.004213793,0.00008270965,0.9841217,0.0004044885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02498694,0.0002390595,0.00001452223,0.9454894,0.005563042,0.0009075953,0.0001153225,0.0009408675,0.02174324],"genre_scores_gemma":[0.002593563,0.000196676,0.0004837264,0.9776901,0.01323168,0.0001417874,0.0005791637,0.0004225984,0.004660687],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1148491,"threshold_uncertainty_score":0.9996778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05028158929375985,"score_gpt":0.3139474756168316,"score_spread":0.2636658863230717,"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."}}