{"id":"W2973390961","doi":"10.1007/s11060-019-03296-8","title":"Safety and efficacy of repeat radiosurgery for acromegaly: an International Multi-Institutional Study","year":2019,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Acromegaly; Radiosurgery; Medicine; Endocrine system; Pituitary adenoma; Cohort; Surgery; Radiology; Adenoma; Internal medicine; Growth hormone; Radiation therapy; Hormone","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":[0.0003166629,0.0001007546,0.0004911491,0.0001641157,0.00003919867,0.000005576026,0.0000804407,0.00005966728,0.00004468263],"category_scores_gemma":[0.0002729054,0.00006937657,0.0001307117,0.00005051364,0.00005304889,0.0001733889,0.00002726703,0.0001340778,0.000001994613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008550646,"about_ca_system_score_gemma":0.0002571609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000751101,"about_ca_topic_score_gemma":0.000006238595,"domain_scores_codex":[0.9990071,0.00006465206,0.0004911228,0.0001466939,0.0001771985,0.0001132495],"domain_scores_gemma":[0.9988955,0.0003618763,0.0003221951,0.0001190398,0.0001809043,0.0001204822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01199694,0.008257596,0.9445506,0.00003287967,0.0007760829,0.0007981144,0.0006829512,0.0001629867,0.008106804,0.0001304641,0.0002694413,0.02423511],"study_design_scores_gemma":[0.03804737,0.01260893,0.9204876,0.00003394154,0.0002795443,0.002339888,0.000351144,0.0005194471,0.0001180749,0.00004032518,0.02509321,0.00008050945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970673,0.0001606629,0.0001940653,0.0007326349,0.0009361276,0.0004191747,0.00001882099,0.0000047107,0.0004665393],"genre_scores_gemma":[0.9978853,0.0001883962,0.001452626,0.0002480285,0.0001320219,0.000002501167,0.00001392669,0.000008569248,0.00006857151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02605043,"threshold_uncertainty_score":0.2829095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234778729309145,"score_gpt":0.346750785177821,"score_spread":0.3144029978847296,"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."}}