{"id":"W4388751743","doi":"10.1016/j.wneu.2023.11.037","title":"The Role of International Collaborations in Sustainable Neurosurgical Development in Nigeria","year":2023,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Neurosurgery; Intensive care medicine; Radiology","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":[0.002851221,0.0008965937,0.001091711,0.002563074,0.0007081939,0.00303296,0.000815664,0.001888249,0.003748374],"category_scores_gemma":[0.002979177,0.0003247753,0.0005645862,0.00487134,0.001097184,0.002546507,0.001934457,0.001976717,0.000376061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220463,"about_ca_system_score_gemma":0.01132964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006636054,"about_ca_topic_score_gemma":0.01754251,"domain_scores_codex":[0.9992212,0.0002514467,0.000143506,0.00006362201,0.0001729027,0.0001472556],"domain_scores_gemma":[0.9979762,0.001236694,0.0003704838,0.00002097553,0.0002467907,0.0001488819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007523836,0.00006601041,0.001024171,0.05972163,0.0001594112,0.0003888489,0.0006331106,0.0004120211,0.0002962252,0.02866006,0.01606299,0.8925002],"study_design_scores_gemma":[0.00003259278,0.00009708125,0.003559509,0.108505,0.0004095889,0.0008293309,0.002243551,0.0001565227,0.0002518812,0.00697681,0.8769065,0.00003175272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001089325,0.9980895,0.00002908012,0.0008028164,0.0002256017,0.00000318517,0.000005857811,0.000001056413,0.0007339537],"genre_scores_gemma":[0.001494877,0.9980111,0.0000837466,0.0002044763,0.00007665929,0.000003724508,0.000005279971,4.783109e-7,0.0001196068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006636054,"threshold_uncertainty_score":0.01611072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938202037485881,"score_gpt":0.338890991352824,"score_spread":0.2995089709779652,"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."}}