{"id":"W3019363045","doi":"10.1093/noajnl/vdaa041","title":"Epidemiology of synchronous brain metastases","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; London Health Sciences Centre","funders":"Penn State Hershey Cancer Institute; Pennsylvania State University; National Institutes of Health; National Cancer Institute; University of Pennsylvania; American Cancer Society","keywords":"Epidemiology; Medicine; Neuroscience; Computer science; Physical medicine and rehabilitation; Psychology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003388926,0.0001929796,0.0009573764,0.00005841839,0.0000505961,6.830917e-7,0.0001099882,0.0000938028,0.0003492703],"category_scores_gemma":[0.003014235,0.0001480139,0.000190504,0.0001922224,0.0003285755,0.00007928169,0.00006280049,0.0002236805,0.00005852423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003695923,"about_ca_system_score_gemma":0.00014811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001120404,"about_ca_topic_score_gemma":0.000008935751,"domain_scores_codex":[0.9981161,0.0005280286,0.0005031908,0.0004232476,0.0001082112,0.0003212564],"domain_scores_gemma":[0.9960765,0.003111901,0.0002688173,0.0002405759,0.00006043179,0.0002417979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00472666,0.002594359,0.4339268,0.001152406,0.001418284,0.003958363,0.0009076009,0.001453462,0.05467542,0.01846001,0.02911643,0.4476102],"study_design_scores_gemma":[0.006207269,0.01644573,0.02632789,0.00004458072,0.0007663257,0.000773312,0.0003952525,0.0003537616,0.01869136,0.001561721,0.9281347,0.0002981098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6318956,0.07732148,0.01080962,0.2674153,0.001386935,0.002379707,0.0003570704,0.0004284757,0.00800576],"genre_scores_gemma":[0.946221,0.0008164131,0.01849187,0.03408114,0.0002368103,0.00004867095,0.0000491904,0.00002513828,0.00002976724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8990183,"threshold_uncertainty_score":0.6035833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04988993173937186,"score_gpt":0.36036185571031,"score_spread":0.3104719239709382,"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."}}