{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001819607,0.0001918829,0.0002061817,0.0005876992,0.0001902262,0.0004606823,0.0001220541,0.0001952446,0.002435069],"category_scores_gemma":[0.0004828311,0.0001224491,0.0001377768,0.0003634309,0.0002793009,0.0001807078,0.0003619639,0.0002212851,0.0004123197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375687,"about_ca_system_score_gemma":0.0001325442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006701046,"about_ca_topic_score_gemma":0.001055143,"domain_scores_codex":[0.9998915,0.00001583872,0.00001149718,0.0000284112,0.0000293507,0.00002341776],"domain_scores_gemma":[0.9995313,0.0000552123,0.000255091,0.00003023129,0.00004416563,0.00008395619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004282618,0.00004779608,0.9325895,0.00006737244,0.00004974288,0.0006539686,0.00006679365,0.0001498148,0.06066408,0.00005151357,0.0001986477,0.005032454],"study_design_scores_gemma":[0.000003992306,0.0001167117,0.9948097,0.000005477994,0.00002273428,0.001549624,0.0001065457,0.0001925109,0.002859349,0.0000631527,0.0002676167,0.000002590654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986676,0.0003120501,0.000166802,0.00002217789,0.000003161478,0.000007224884,0.000264319,0.00001269724,0.0005439977],"genre_scores_gemma":[0.999279,0.0001178853,0.0001157097,0.00001159964,0.000005578459,0.000006243598,0.0003197289,0.000003032024,0.0001412993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002435069,"threshold_uncertainty_score":0.008146107,"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."}}