{"id":"W3113204569","doi":"10.1093/neuonc/noaa215.003","title":"BIOM-03. INVASIVE HISTOPATHOLOGY DRIVES POOR OUTCOMES IN SURGICALLY RESECTED BRAIN METASTASES","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université de Montréal; McGill University","funders":"","keywords":"Medicine; Brain metastasis; Metastasis; Immunohistochemistry; Histopathology; Cancer; Cell; Cancer research; Pathology; 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":[0.0003595882,0.0002893338,0.0003395345,0.0007205764,0.0005306312,0.0008959302,0.000326438,0.0004721278,0.008933259],"category_scores_gemma":[0.0009004389,0.0001891118,0.0003760309,0.001083745,0.0003956122,0.0002876905,0.0007595797,0.0007561524,0.002014247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003396911,"about_ca_system_score_gemma":0.00051694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128831,"about_ca_topic_score_gemma":0.001714455,"domain_scores_codex":[0.9996682,0.00003871931,0.00003171113,0.0001020593,0.00008561221,0.00007373959],"domain_scores_gemma":[0.9989813,0.00009077092,0.0005402851,0.00005979736,0.0001266033,0.0002012577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001969358,0.000226033,0.8566052,0.0004442937,0.0002938875,0.000573152,0.0002559617,0.0005228152,0.1167655,0.0003839572,0.005109784,0.01685014],"study_design_scores_gemma":[0.00002348652,0.000218981,0.9829854,0.00003747623,0.0001050418,0.001357951,0.000492777,0.001195031,0.0083643,0.0005886251,0.004613838,0.00001710433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986568,0.0006287115,0.0009024584,0.000406029,0.00005533679,0.0000270151,0.008705571,0.0001486222,0.002558265],"genre_scores_gemma":[0.9885913,0.00034307,0.001535613,0.0002133875,0.00002257586,0.0000742469,0.007003385,0.00004937205,0.002167046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008933259,"threshold_uncertainty_score":0.0298847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04225631736646311,"score_gpt":0.3231833320711179,"score_spread":0.2809270147046548,"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."}}