{"id":"W4415492827","doi":"10.1093/noajnl/vdaf229","title":"An innovative virtual fellowship leveraging global and regional mentorship to foster pediatric neuro-oncologists in low/middle-income countries","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"American Lebanese Syrian Associated Charities","keywords":"Mentorship; Quality (philosophy); MEDLINE; Patient care; Clinical Practice; Child care","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007437479,0.0003613547,0.000780347,0.0004777495,0.0001973113,0.00003605549,0.0002201667,0.0002783089,0.00002116624],"category_scores_gemma":[0.00120573,0.0003401167,0.00005602703,0.00171951,0.0003059694,0.0003885151,0.0001561109,0.0005570465,0.00002289532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000580087,"about_ca_system_score_gemma":0.001084746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003500862,"about_ca_topic_score_gemma":0.000325601,"domain_scores_codex":[0.9966817,0.0004429006,0.0007613807,0.0008439557,0.0003561391,0.0009138904],"domain_scores_gemma":[0.9971555,0.001622879,0.0002013441,0.000319141,0.0002836862,0.0004173903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002990705,0.0002637364,0.986208,0.0003516202,0.00001325974,0.0007181736,0.0004564221,0.00008155934,0.0002011588,0.001865312,0.001431999,0.005418122],"study_design_scores_gemma":[0.00440718,0.003644691,0.8548743,0.0003015012,0.00006733157,0.0002629331,0.0008346894,0.000107975,0.0002040763,0.001503228,0.13335,0.0004421735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780509,0.001574856,0.0001219661,0.01521939,0.001863284,0.0008460273,0.00002598027,0.0001165798,0.002180985],"genre_scores_gemma":[0.9385568,0.0006167554,0.0003632551,0.05992634,0.0003385455,0.000101019,0.00001779922,0.0000162983,0.00006312751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131918,"threshold_uncertainty_score":0.9999051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0267638956445116,"score_gpt":0.3464562300592736,"score_spread":0.319692334414762,"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."}}