{"id":"W1987002345","doi":"10.1227/01.neu.0000163429.92507.d4","title":"Neurosurgery at Tribhuvan University Teaching Hospital, Nepal","year":2005,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Tribhuvan University","keywords":"Medicine; Specialty; Neurosurgery; Developing country; Health care; Brain drain; Family medicine; Economic growth; Surgery","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":[0.0006555727,0.0003275521,0.0006349045,0.0003363954,0.0004698274,0.00002985682,0.0001286713,0.0001879526,0.0002582438],"category_scores_gemma":[0.0006641831,0.0003379294,0.0004572744,0.0003705973,0.0001160963,0.0002868873,0.0001371651,0.0006607529,0.0004790312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970156,"about_ca_system_score_gemma":0.0002492277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005139763,"about_ca_topic_score_gemma":0.000009237055,"domain_scores_codex":[0.9970319,0.0002349324,0.0005226515,0.0006425546,0.0005177584,0.001050161],"domain_scores_gemma":[0.9976364,0.0006064659,0.0001854709,0.0005957421,0.00008277156,0.0008931582],"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":[0.00103619,0.0007512083,0.4578306,0.0001276091,0.00002911045,0.00273075,0.000101375,0.00003093267,0.002274646,0.0002919374,0.5044039,0.0303918],"study_design_scores_gemma":[0.0007576061,0.000146078,0.180893,0.00005432155,0.00004497801,0.0003189864,0.00003010858,0.0004002623,0.0002535523,0.000006187774,0.8168066,0.0002884243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726966,0.0002208976,0.00002444295,0.00881235,0.002216145,0.0003070068,0.00003083179,0.0004134294,0.01527832],"genre_scores_gemma":[0.9785359,0.0002825458,0.0002350062,0.009731395,0.0008238484,0.000002844668,0.00004548601,0.00005696188,0.01028604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3124027,"threshold_uncertainty_score":0.9999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139556210543727,"score_gpt":0.2492893785103494,"score_spread":0.2353337574559767,"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."}}