{"id":"W4414913133","doi":"10.1227/neu.0000000000003799","title":"Upfront Stereotactic Radiosurgery for Nonfunctioning Pituitary Neuroendocrine Tumors: An International, Multicenter Study","year":2025,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Multicenter study; Pituitary neoplasm; Pituitary gland; Pituitary adenoma; Stereotactic radiotherapy; Neuroendocrine tumors; 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":[0.00174504,0.0007545556,0.0004496428,0.0007847864,0.0004175812,0.0004733708,0.0003974385,0.0003639851,0.0009306148],"category_scores_gemma":[0.002103727,0.0002536642,0.0007085017,0.001066439,0.0005391614,0.0006687635,0.0004998268,0.0004743194,0.0002094988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003375306,"about_ca_system_score_gemma":0.0005002446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612287,"about_ca_topic_score_gemma":0.00173058,"domain_scores_codex":[0.9991149,0.0003861783,0.00008364316,0.0001976522,0.0001322305,0.00008543664],"domain_scores_gemma":[0.9978514,0.0004252168,0.001009474,0.0002075791,0.0001714573,0.00033502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003738552,0.001401774,0.9720372,0.0001342262,0.0006283417,0.0008375452,0.0008775616,0.0002435488,0.003038176,0.0000666141,0.0004280007,0.01656849],"study_design_scores_gemma":[0.0006127243,0.004254176,0.9898386,0.00003402459,0.0006085874,0.002286817,0.000599171,0.0002450359,0.0004564086,0.00004472363,0.0009962912,0.0000235292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990551,0.0004638152,0.00008726253,0.00002207866,0.000002978676,0.00002668152,0.00007810548,0.00000248447,0.0002614756],"genre_scores_gemma":[0.9987856,0.0005004246,0.0001541089,0.00004721637,0.00003146116,0.00003847636,0.0003778187,0.000005261068,0.00005970513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00174504,"threshold_uncertainty_score":0.009228766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444966619406353,"score_gpt":0.3076688408374185,"score_spread":0.283219174643355,"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."}}