{"id":"W4404636493","doi":"10.1016/j.radonc.2024.110641","title":"International collaboration of neoadjuvant stereotactic radiosurgery for brain metastases: The INTERNEO individual patient data pooled analysis","year":2024,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre; University of Alberta","funders":"","keywords":"Radiosurgery; Medicine; Medical physics; Oncology; Radiology; Radiation therapy","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":[0.0008748401,0.0001299878,0.0004425953,0.0002561388,0.00004846014,0.00005599368,0.000143598,0.00006604032,0.0002223988],"category_scores_gemma":[0.0001062853,0.00007984114,0.000143181,0.0003745009,0.0001010217,0.0001182512,0.00004752303,0.00009366109,7.701747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001648554,"about_ca_system_score_gemma":0.0002020413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004355006,"about_ca_topic_score_gemma":0.00008969737,"domain_scores_codex":[0.9988126,0.0001840826,0.0003669687,0.0003222333,0.0001781088,0.0001360178],"domain_scores_gemma":[0.9982423,0.001144354,0.0001288014,0.0003552906,0.00007019896,0.00005906415],"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":[0.00172368,0.0007499105,0.002833751,0.0001404799,0.04138565,0.0002244278,0.004530312,0.00008418871,0.001502543,0.002921736,0.03090934,0.912994],"study_design_scores_gemma":[0.003510914,0.003084612,0.003288344,0.00006506665,0.008289411,0.0003134303,0.00130004,0.02664777,0.0004834117,0.0001576504,0.9527004,0.0001589533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.832559,0.03798544,0.04181013,0.07820778,0.002165223,0.00236653,0.004533383,0.00008295792,0.0002895451],"genre_scores_gemma":[0.9885107,0.001233672,0.005861052,0.00231645,0.0002458307,0.00008426762,0.001577925,0.0000208221,0.0001492372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9217911,"threshold_uncertainty_score":0.3255827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709601249627936,"score_gpt":0.3640278236747464,"score_spread":0.326931811178467,"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."}}