{"id":"W4403438489","doi":"10.1093/neuonc/noae158.084","title":"USING CCA-MRI TO PREDICT RESPONSE TO STEREOTACTIC RADIOSURGERY IN PATIENTS WITH BRAIN METASTASES","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research; Royal Ottawa Mental Health Centre","funders":"","keywords":"Radiosurgery; Medicine; Stereotactic radiotherapy; Medical physics; Radiology; Nuclear medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003346006,0.0003408299,0.0002909187,0.0005865074,0.0001508807,0.0003779967,0.0001731052,0.0003590668,0.001189232],"category_scores_gemma":[0.001543502,0.0001383799,0.0002661252,0.0002174507,0.0001822955,0.0002237959,0.0002141179,0.0003102719,0.0005087354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002073498,"about_ca_system_score_gemma":0.000174753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133724,"about_ca_topic_score_gemma":0.001638991,"domain_scores_codex":[0.9998549,0.00003081166,0.00001500097,0.0000387973,0.0000369893,0.00002349179],"domain_scores_gemma":[0.9994485,0.0001784331,0.0001366374,0.00002193017,0.000108569,0.0001059581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001182773,0.00004612996,0.9891993,0.00001528677,0.00004499832,0.0001470172,0.00002772089,0.0002767993,0.003872055,0.00001304139,0.0001649493,0.005009868],"study_design_scores_gemma":[0.00003006343,0.0006918818,0.9942791,0.000006430426,0.00007869257,0.0008702474,0.00009718431,0.00203452,0.001562987,0.00004510087,0.0002957371,0.000008016545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986375,0.0003064436,0.0001989794,0.000034549,0.00001011179,0.0000113934,0.0001448584,0.00001028647,0.0006459735],"genre_scores_gemma":[0.9994361,0.00005843439,0.0001307886,0.00001269115,0.000008744558,0.000009516528,0.000180359,0.000002436999,0.0001609092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00133724,"threshold_uncertainty_score":0.003978372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04691854705204666,"score_gpt":0.3165949410387371,"score_spread":0.2696763939866905,"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."}}