{"id":"W2982601732","doi":"10.1007/s11060-019-03323-8","title":"Repeat stereotactic radiosurgery for the management of locally recurrent brain metastases","year":2019,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Medicine; Medical physics; Radiology; 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":[0.0001259061,0.0004510006,0.0006438068,0.0005944366,0.0004397404,0.0002276623,0.0005911066,0.0004475987,0.002421356],"category_scores_gemma":[0.000505569,0.0001198852,0.0005664112,0.0003394615,0.0002437615,0.0002266618,0.00020136,0.0007328235,0.0007565533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005906544,"about_ca_system_score_gemma":0.0006106581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00238797,"about_ca_topic_score_gemma":0.009366632,"domain_scores_codex":[0.9999193,0.0000098234,0.000005780691,0.0000142837,0.00003022457,0.00002063117],"domain_scores_gemma":[0.9998767,0.00003193153,0.00003647725,0.00001569145,0.000009051003,0.00003011892],"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":[0.005748488,0.001395249,0.03358091,0.001549696,0.0009644236,0.1012104,0.0006691028,0.008123519,0.1169938,0.001735918,0.02082652,0.707202],"study_design_scores_gemma":[0.001970171,0.01634849,0.3091957,0.0003801859,0.00151957,0.5389264,0.0004745644,0.02032178,0.05417643,0.004225418,0.05225891,0.0002024609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397122,0.02673172,0.008759476,0.002328801,0.0004640761,0.0002754825,0.0005390667,0.000752643,0.02043647],"genre_scores_gemma":[0.9880747,0.004845319,0.002773122,0.0003314947,0.0003542398,0.00005784709,0.0003179682,0.00008168693,0.00316365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002421356,"threshold_uncertainty_score":0.008100212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541398760259682,"score_gpt":0.3330773281467738,"score_spread":0.2976633405441769,"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."}}