{"id":"W2529227321","doi":"10.1159/000448924","title":"Gamma Knife Radiosurgery in Recurrent Glioblastoma","year":2016,"lang":"en","type":"article","venue":"Stereotactic and Functional Neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Medicine; Radiosurgery; Surgery; Radiation therapy; Gastroenterology; Nuclear 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":[0.0001747181,0.0001999288,0.0003367348,0.0003194092,0.00005824525,0.00002336407,0.00001964672,0.00006602752,0.0004681989],"category_scores_gemma":[0.0002192204,0.0001135156,0.0001334098,0.0002204761,0.00007947636,0.0001552361,0.00003169749,0.0001097428,0.000100908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007246934,"about_ca_system_score_gemma":0.00007435415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006557176,"about_ca_topic_score_gemma":0.000005448636,"domain_scores_codex":[0.9985838,0.00005997466,0.00036069,0.0004072441,0.0002811346,0.0003071682],"domain_scores_gemma":[0.9986853,0.0007520714,0.00009037108,0.0002077021,0.00005076895,0.0002137736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002285996,0.0007793765,0.8969817,0.00005110137,0.0000818387,0.001289888,0.00001935149,5.102297e-7,0.004497446,0.0002640576,0.008833584,0.08491521],"study_design_scores_gemma":[0.00233692,0.0004897109,0.9699597,0.0002370963,0.00005232163,0.001215098,0.0000120249,0.00001685465,0.001035774,0.0001256455,0.02434652,0.0001722894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930422,0.0004560807,0.00001963299,0.004576321,0.00108866,0.0001940744,0.00001291055,0.00004889697,0.0005612421],"genre_scores_gemma":[0.9977497,0.0004806205,0.00001297849,0.0006658293,0.000219235,0.00006022519,0.000005461643,0.00002343266,0.0007824428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08474292,"threshold_uncertainty_score":0.5126449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177812622629569,"score_gpt":0.2380002574716301,"score_spread":0.2162221312453344,"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."}}