{"id":"W4386830367","doi":"10.7759/cureus.45457","title":"Selected-Lesion Stereotactic Radiosurgery (SL-SRS) as a Novel Strategy in the Treatment of Patients With Multiple Brain Metastases","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Center for Advancing Translational Sciences","keywords":"Radiosurgery; Medicine; Lesion; Target lesion; Radiation therapy; Radiology; Medical physics; Nuclear medicine; Surgery; 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":[0.0002098247,0.0002266308,0.0004115564,0.00013981,0.00005572948,0.00001726992,0.00007330562,0.00004897538,0.00008371142],"category_scores_gemma":[0.0001446523,0.000120313,0.0001060427,0.0007623701,0.00005059658,0.00007405699,0.00001175359,0.00007362656,0.00002774299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299979,"about_ca_system_score_gemma":0.0001371473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006041951,"about_ca_topic_score_gemma":0.0003075048,"domain_scores_codex":[0.9986215,0.0001329385,0.0002913102,0.0002827704,0.0003666956,0.000304734],"domain_scores_gemma":[0.9986207,0.0006762827,0.0001144641,0.0004104116,0.00009187235,0.00008620961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00270529,0.0183542,0.9330644,0.0001855909,0.001470319,0.000945752,0.002962176,0.0002339506,0.001246586,0.0003471496,0.003884342,0.03460027],"study_design_scores_gemma":[0.0113322,0.006705609,0.9722579,0.0001021403,0.0004454775,0.0000420454,0.0008866865,0.0002231278,0.001363113,0.00002925047,0.006431784,0.0001806929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974687,0.0006516207,0.0000170327,0.0004251206,0.0000525561,0.001007423,0.0001939953,0.00004530746,0.0001382778],"genre_scores_gemma":[0.9985839,0.0001647571,0.0001782763,0.0001364307,0.00003582551,0.0001101174,0.0005843554,0.00002784949,0.0001785588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03919349,"threshold_uncertainty_score":0.4906223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039219980865029,"score_gpt":0.2966857402254162,"score_spread":0.2562935404167659,"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."}}