{"id":"W4377220445","doi":"10.3389/fonc.2023.1149428","title":"An update on multimodal management of craniopharyngioma in children","year":2023,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Hospital for Sick Children","funders":"","keywords":"Multimodal therapy; Craniopharyngioma; Medicine; Modalities; Radiation therapy; Intensive care medicine; Disease; Treatment modality; Medical physics; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001129998,0.00009657731,0.0003115219,0.0003887747,0.00001400216,0.000001365426,0.00008336116,0.00008627895,0.00003046675],"category_scores_gemma":[0.000004048726,0.00008480859,0.00004036887,0.0003376919,0.00003972847,0.00003653121,0.0000247166,0.00008600519,0.00003634117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132703,"about_ca_system_score_gemma":0.00002709386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104186,"about_ca_topic_score_gemma":0.00002715002,"domain_scores_codex":[0.9992135,0.0000448494,0.0001987454,0.0002191168,0.00009818141,0.0002255838],"domain_scores_gemma":[0.999701,0.000009601177,0.0000361461,0.0001882506,0.000007296868,0.00005768868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000678958,0.001162517,0.9381755,0.00002102515,0.0001296019,0.0007681074,0.0001342821,0.0001491109,0.00001455416,0.0001261741,0.004214483,0.05442568],"study_design_scores_gemma":[0.008560464,0.0009768449,0.9871724,0.0000372313,0.00003744414,0.000008565336,0.0002716714,0.001290158,0.00003459728,0.0009676924,0.0005737957,0.00006917578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946949,0.0001846994,0.00005889934,0.0003996396,0.0002975374,0.0004325689,0.0000148093,0.00003140423,0.003885527],"genre_scores_gemma":[0.9953266,0.0004533501,0.00361225,0.0002073441,0.0000193216,0.00003851053,0.0001886026,0.00001163227,0.0001423756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0543565,"threshold_uncertainty_score":0.3458394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008934345601861397,"score_gpt":0.3012166070958354,"score_spread":0.292282261493974,"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."}}