{"id":"W2810291885","doi":"10.1016/j.wneu.2018.06.111","title":"Exploratory Analysis into Reasonable Timeframes for the Provision of Neurosurgical Care in Low- and Middle-Income Countries","year":2018,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"","keywords":"Medicine; Referral; Low and middle income countries; Health care; Neurosurgery; Scope (computer science); Family medicine; Developing country; Nursing; Psychiatry","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":[0.004895572,0.0004155471,0.000409071,0.001556616,0.0005190317,0.0014901,0.0006707509,0.0004467521,0.006048516],"category_scores_gemma":[0.03172703,0.0002263275,0.001770456,0.002032995,0.0004107179,0.001084639,0.001546001,0.001078442,0.0002262214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376152,"about_ca_system_score_gemma":0.002682826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01807266,"about_ca_topic_score_gemma":0.01530517,"domain_scores_codex":[0.9965938,0.00165909,0.0002917904,0.0002808707,0.0002013624,0.0009731441],"domain_scores_gemma":[0.964873,0.02553433,0.005582648,0.0005555322,0.001496032,0.001958308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004527972,0.000246549,0.9748755,0.0003655683,0.001046951,0.0003666388,0.001569254,0.002581044,0.0003618676,0.001957145,0.001808713,0.01029274],"study_design_scores_gemma":[0.000100197,0.0008589165,0.9810619,0.00013977,0.000534668,0.0001727287,0.01140274,0.003228013,0.0002860936,0.0006401476,0.001555445,0.00001929744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924358,0.0006234082,0.001273233,0.0004483471,0.00002608173,0.0001377802,0.003881605,0.00001480095,0.001159047],"genre_scores_gemma":[0.9982167,0.00008462064,0.0002917657,0.00004852357,0.000007544643,0.0001036076,0.001132992,0.0000056072,0.0001086958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01807266,"threshold_uncertainty_score":0.03593493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525805795725661,"score_gpt":0.2829985348133284,"score_spread":0.2677404768560718,"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."}}