{"id":"W3047169344","doi":"10.1093/noajnl/vdaa073.052","title":"65. INVASIVE HISTOPATHOLOGY DRIVES POOR OUTCOMES IN SURGICALLY RESECTED BRAIN METASTASES","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre Hospitalier de l’Université de Montréal; McGill University; Montreal Neurological Institute and Hospital; Occupational Cancer Research Centre","funders":"","keywords":"Brain metastasis; Medicine; Metastasis; Parenchyma; Immunohistochemistry; Pathology; Histopathology; Radiation therapy; Cell; Cancer; Cancer research; Oncology; Internal medicine; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0002633311,0.0003272812,0.001114093,0.0001887806,0.00008568379,0.000009949276,0.0001852482,0.0001523679,0.0003637763],"category_scores_gemma":[0.003776932,0.000252763,0.0002011121,0.0003980885,0.0003529445,0.0001682866,0.0001257862,0.0004719624,0.00008442384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173971,"about_ca_system_score_gemma":0.0002864433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000290857,"about_ca_topic_score_gemma":0.0004288723,"domain_scores_codex":[0.9971708,0.0007975165,0.0005649165,0.0007264738,0.0002428199,0.0004974827],"domain_scores_gemma":[0.9960539,0.003065487,0.0002117866,0.0002808226,0.00008649292,0.0003015508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00559539,0.003216837,0.6481618,0.0003395265,0.0004189457,0.07281023,0.001989357,0.0002761728,0.212255,0.003407501,0.01247815,0.03905118],"study_design_scores_gemma":[0.01809264,0.01322503,0.2457575,0.00006114079,0.0004973709,0.001572386,0.001029407,0.00007012188,0.0167708,0.001022726,0.701266,0.0006349414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8649966,0.003210085,0.0001053372,0.128352,0.0004225994,0.0009191418,0.00009345337,0.000168517,0.001732287],"genre_scores_gemma":[0.9572945,0.0008252803,0.005111956,0.03617148,0.0001429694,0.0001583969,0.00009867963,0.00004295864,0.0001537947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6887878,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934186339903293,"score_gpt":0.324638093296205,"score_spread":0.2952962298971721,"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."}}