{"id":"W4309368013","doi":"10.1227/neu.0000000000002216","title":"In Reply: A New Trend of Blended Learning in Neurosurgical Training: Fellowship of Neuroendoscopy","year":2022,"lang":"en","type":"letter","venue":"Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Session (web analytics); Operations management; Computer science; Economics; World Wide Web","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":[0.003568164,0.0008153334,0.001133887,0.000707585,0.003334494,0.002712138,0.002106453,0.04296941,0.006791539],"category_scores_gemma":[0.02640589,0.0007353892,0.001042068,0.0006250312,0.002621188,0.005940754,0.001593889,0.04129919,0.005870398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002899183,"about_ca_system_score_gemma":0.00384585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752781,"about_ca_topic_score_gemma":0.005292903,"domain_scores_codex":[0.9970265,0.0008409246,0.0004712533,0.0004181051,0.0008966454,0.0003465979],"domain_scores_gemma":[0.9883764,0.005610317,0.0007908861,0.0002418424,0.00338182,0.00159874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002611233,0.00001557382,0.0003258025,0.00004433562,0.000006354762,0.0008398256,0.00009442935,0.00002636257,0.00006908974,0.0006117919,0.9941849,0.003755352],"study_design_scores_gemma":[0.00008250312,0.00006284651,0.0009436707,0.0003463513,0.0000272164,0.004792426,0.0007524276,0.0003507076,0.000266156,0.003673967,0.9886148,0.00008696448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001824732,0.0009165891,0.00007295235,0.9760625,0.02219466,0.000007134465,0.00003115253,0.00002276196,0.0005097316],"genre_scores_gemma":[0.001667022,0.0007698523,0.0001499539,0.9665496,0.02822554,0.00002051998,0.00001926045,0.00002017826,0.00257801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04296941,"threshold_uncertainty_score":0.02271992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06960953564704833,"score_gpt":0.3037414399496491,"score_spread":0.2341319043026008,"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."}}