{"id":"W4388540944","doi":"10.1371/journal.pone.0294154","title":"Neuroanatomical location of brain metastases from solid tumours based on pathology: An analysis of 511 patients with a comparison to the provided clinical history","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Toronto Metropolitan University; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Pathology; Surgical pathology; Neuropathology; Metastasis; Brain metastasis; Anatomical pathology; Radiology; Cancer; Internal medicine; Disease; Immunohistochemistry","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":[0.0007060206,0.000236455,0.0003456206,0.002242352,0.0006067123,0.0007477604,0.0003802768,0.0003389521,0.002502238],"category_scores_gemma":[0.003639675,0.0004166373,0.0004005166,0.001518213,0.0004823251,0.0005312949,0.0009154585,0.0003634251,0.0007638828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006086827,"about_ca_system_score_gemma":0.0003044136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002825133,"about_ca_topic_score_gemma":0.003558782,"domain_scores_codex":[0.9990702,0.000130023,0.0001681009,0.0002697011,0.0002345345,0.0001275205],"domain_scores_gemma":[0.9975441,0.0005495003,0.001205425,0.0002516592,0.0002535345,0.0001957249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009002115,0.0000132795,0.9975846,0.00001242347,0.00002255342,0.0005356488,0.0001603211,0.00001807721,0.0002725579,0.000009897101,0.00007190931,0.00120861],"study_design_scores_gemma":[0.000004000761,0.00008517195,0.9961468,0.00001017522,0.00001689719,0.002749861,0.000384246,0.00009382461,0.0001857035,0.00001248861,0.0003054441,0.000005375548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992055,0.0001605512,0.00005424509,0.00001313283,0.000002735162,0.000009155186,0.0002990277,0.000002246148,0.0002533921],"genre_scores_gemma":[0.999036,0.000153703,0.00008493856,0.00001463879,0.000007166838,0.00001371009,0.0005296766,0.000003242267,0.0001569077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002825133,"threshold_uncertainty_score":0.008370817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08493862067246755,"score_gpt":0.3286886219364202,"score_spread":0.2437500012639526,"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."}}