{"id":"W2901702301","doi":"10.3171/2018.5.jns18509","title":"Hypopituitarism after Gamma Knife radiosurgery for pituitary adenomas: a multicenter, international study","year":2018,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Hypopituitarism; Radiosurgery; Pituitary adenoma; Gamma knife; Pituitary gland; Pituitary neoplasm; Radiology; Radiation therapy; Adenoma; Internal medicine; 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":[0.0004159716,0.0002527325,0.0006029623,0.0005723201,0.0000921192,0.00004648191,0.0001560906,0.00006353798,0.0002593286],"category_scores_gemma":[0.000431782,0.0001931815,0.000515546,0.0001758045,0.00008621188,0.0003390089,0.00005138219,0.0002177881,0.00002737416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007020521,"about_ca_system_score_gemma":0.0001505107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001133162,"about_ca_topic_score_gemma":0.000005868596,"domain_scores_codex":[0.9978704,0.00007002675,0.0009013623,0.0002782351,0.0005283488,0.0003516632],"domain_scores_gemma":[0.9982417,0.0003216194,0.0004138227,0.0002714265,0.0004677642,0.0002836865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006497498,0.004326431,0.9584668,0.00003657804,0.0007615205,0.003570556,0.0004409949,0.000001598149,0.0004618219,0.000003125255,0.01778733,0.007645795],"study_design_scores_gemma":[0.009591533,0.003684524,0.9606369,0.0001533925,0.0004785098,0.001247766,0.0003356927,0.00009662672,0.0001820275,0.0001559634,0.02321019,0.0002269184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927716,0.0008837521,0.0002039993,0.0009655112,0.004248999,0.0005409005,0.00002895427,0.00002373727,0.0003325213],"genre_scores_gemma":[0.995692,0.0001420142,0.0004662554,0.00115418,0.001935984,0.00003552817,0.00001035444,0.00004279087,0.0005209494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007418877,"threshold_uncertainty_score":0.7877712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215382200372136,"score_gpt":0.2937803008006008,"score_spread":0.2716264787968795,"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."}}