{"id":"W4413856544","doi":"10.1093/noajnl/vdaf166.019","title":"14 MACHINE-LEARNING MODELS FOR PREDICTION OF RADIONECROSIS IN PATIENTS UNDERGOING INTRACRANIAL STEREOTACTIC RADIOSURGERY FOR BRAIN METASTASIS","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiosurgery; Brain metastasis; Medicine; Radiology; Metastasis; Internal medicine; Radiation therapy; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004303232,0.0001261498,0.0004537906,0.0002316361,0.0001004863,0.000006261208,0.00008717541,0.0001040344,0.000006925624],"category_scores_gemma":[0.001903526,0.0001180394,0.0001162631,0.0002546975,0.00009835507,0.000169287,0.00002954161,0.0002383176,2.058823e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024242,"about_ca_system_score_gemma":0.0001442419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006323565,"about_ca_topic_score_gemma":0.00001002076,"domain_scores_codex":[0.998761,0.00009837889,0.000494869,0.0003061427,0.0001166732,0.0002229495],"domain_scores_gemma":[0.9967856,0.002668973,0.0002013137,0.0001572625,0.000127649,0.00005920278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00702319,0.003823993,0.365432,0.003766586,0.000472833,0.00001733534,0.0005357246,0.003739906,0.05161674,0.01560507,0.02365596,0.5243106],"study_design_scores_gemma":[0.03676103,0.008818562,0.02341099,0.00127824,0.001397406,0.0000540435,0.0002605567,0.4840442,0.02205434,0.04651145,0.3747708,0.0006383053],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3960941,0.0007078602,0.5800706,0.01758165,0.0007801627,0.003804066,0.0002484277,0.0002391596,0.0004739905],"genre_scores_gemma":[0.948039,0.0004726345,0.04894536,0.00147747,0.00006027183,0.0007730142,0.0001431542,0.00002302842,0.00006608968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5519449,"threshold_uncertainty_score":0.4813506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662580213690318,"score_gpt":0.3210270148829601,"score_spread":0.2944012127460569,"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."}}