{"id":"W4414705920","doi":"10.3390/medicina61101773","title":"A Comprehensive Analysis of the Management of Brain Metastases—Experience from a South-Eastern European Neurosurgical Centre","year":2025,"lang":"en","type":"article","venue":"Medicina","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Retrospective cohort study; Cohort; Resection; Brain metastasis; Surgical resection; Cancer; Overall survival; Neurosurgery","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":[0.0001887953,0.0001639253,0.0006092635,0.0001675195,0.00004161743,0.000005005456,0.0001945147,0.00002253885,0.0002584267],"category_scores_gemma":[0.00003685568,0.00009693683,0.0003618943,0.001088219,0.0002270569,0.00001469819,0.0001875426,0.0001053933,0.000005643319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002384633,"about_ca_system_score_gemma":0.00002339639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803324,"about_ca_topic_score_gemma":0.000007856554,"domain_scores_codex":[0.9983171,0.0003175376,0.000440172,0.0003119909,0.0004372977,0.0001759198],"domain_scores_gemma":[0.9987938,0.0001698355,0.0001786484,0.0006899387,0.00008300373,0.00008470414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002054116,0.003690737,0.7761039,0.001760533,0.06057179,0.00343848,0.02773886,0.0007487341,0.004378032,0.005527586,0.005915992,0.1080713],"study_design_scores_gemma":[0.005099544,0.0002017173,0.9450401,0.0007888837,0.01685475,0.000005580549,0.00952498,0.002122136,0.001417303,0.00004551225,0.01876706,0.0001324222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901705,0.000814169,0.001197377,0.003601023,0.0001757221,0.0004269985,0.0001482579,0.00001740174,0.003448547],"genre_scores_gemma":[0.997038,0.00002790891,0.0004223298,0.001245009,0.00001624947,0.000004108546,0.00005618643,0.000009444287,0.001180756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1689363,"threshold_uncertainty_score":0.3952969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935743967784715,"score_gpt":0.2879918815033454,"score_spread":0.2686344418254982,"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."}}