{"id":"W4390400063","doi":"10.1016/j.eprac.2023.12.014","title":"Surveillance Imaging Strategies for Pituitary Adenomas: When, How Frequent, and When to Stop","year":2023,"lang":"en","type":"article","venue":"Endocrine Practice","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Magnetic resonance imaging; Adenoma; Pituitary adenoma; Radiology; Cavernous sinus; Pathology","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":[0.001867484,0.0005412274,0.001276014,0.001358954,0.0009067177,0.002625131,0.000723041,0.001888097,0.00384231],"category_scores_gemma":[0.01298941,0.0002650367,0.0008229151,0.0006419237,0.0008142905,0.003239535,0.0006725152,0.003067652,0.001180087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466525,"about_ca_system_score_gemma":0.00342779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007096865,"about_ca_topic_score_gemma":0.01780927,"domain_scores_codex":[0.9988139,0.0003883565,0.0001603593,0.0001358585,0.000343526,0.0001580637],"domain_scores_gemma":[0.9939702,0.00288526,0.0009853487,0.0001168699,0.001062658,0.0009797715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009969017,0.0004334508,0.08381799,0.002235272,0.0002273178,0.003208,0.0008437324,0.000789914,0.001585959,0.00265327,0.06698117,0.836227],"study_design_scores_gemma":[0.0007944293,0.002556804,0.2856586,0.04572951,0.001987424,0.06013534,0.01302984,0.005075297,0.005682953,0.04362703,0.5351349,0.0005878598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0558031,0.6771851,0.006188916,0.2234106,0.002912331,0.0001417428,0.0005688719,0.0003320533,0.03345735],"genre_scores_gemma":[0.4894148,0.4251139,0.02152395,0.04176558,0.01582367,0.0002254658,0.001062665,0.0002122255,0.004857721],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007096865,"threshold_uncertainty_score":0.0141111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474297502846924,"score_gpt":0.3191641068798045,"score_spread":0.2944211318513352,"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."}}