{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003283832,0.0003060061,0.0005019356,0.0002016722,0.0001364447,0.0002244457,0.0001761613,0.0001958003,0.0006701864],"category_scores_gemma":[0.0006536395,0.00007032123,0.0004286575,0.0002168937,0.0001653857,0.0001261814,0.0001497777,0.0001954325,0.0001948057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005127494,"about_ca_system_score_gemma":0.0003331244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001759545,"about_ca_topic_score_gemma":0.002596843,"domain_scores_codex":[0.9998386,0.00004733607,0.00001804083,0.00001894806,0.0000367215,0.0000404325],"domain_scores_gemma":[0.9998227,0.00003433656,0.00007857619,0.000009472374,0.00001566581,0.00003939193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0164079,0.001282354,0.41642,0.001530698,0.001829222,0.01158992,0.0006351804,0.009705516,0.09195144,0.0004190574,0.002242055,0.4459867],"study_design_scores_gemma":[0.001479304,0.06963757,0.8232955,0.0002747203,0.002905512,0.04525783,0.0005073837,0.007426648,0.03616113,0.0005653536,0.01242308,0.0000659276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942192,0.004649206,0.0003943245,0.00006490375,0.0000115588,0.00001944388,0.00005002586,0.00002135847,0.0005699334],"genre_scores_gemma":[0.9978433,0.001558656,0.0002852562,0.00003469439,0.00001770042,0.00001089118,0.0001158574,0.000004844941,0.0001288328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001759545,"threshold_uncertainty_score":0.003720284,"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."}}