{"id":"W2021181144","doi":"10.1016/j.wneu.2014.09.001","title":"A Qualitative Assessment of the Benefits and Challenges of International Neurosurgical Teaching Collaboration in Ethiopia","year":2014,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Government (linguistics); Qualitative research; Unit (ring theory); Medical education; Neurosurgery; Health care; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02672425,0.0004434858,0.0005537629,0.00193809,0.01411623,0.005878781,0.001807956,0.001640299,0.003620806],"category_scores_gemma":[0.03207766,0.0005914537,0.0003674018,0.001815667,0.007208791,0.003941009,0.0078797,0.003498998,0.0001946199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01273471,"about_ca_system_score_gemma":0.02252898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01460032,"about_ca_topic_score_gemma":0.0351194,"domain_scores_codex":[0.9805171,0.01429804,0.0005873588,0.0004634557,0.001173083,0.002961043],"domain_scores_gemma":[0.9522777,0.03088267,0.004282847,0.0006349637,0.004462729,0.007458989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005911326,0.00009842608,0.009449224,0.0002577592,0.000008924061,0.0005218989,0.9824408,0.00004737317,0.000436502,0.001699177,0.0006282437,0.004352518],"study_design_scores_gemma":[0.000002806439,0.00002161453,0.001545872,0.0001054987,0.000002271785,0.00005312787,0.9961964,0.00001909132,0.00008209042,0.00009558997,0.001870036,0.000005637117],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880221,0.0003342008,0.0008030367,0.004512216,0.0001154114,0.0001986511,0.000143181,0.000006817156,0.005864346],"genre_scores_gemma":[0.9965392,0.0003578433,0.0005708429,0.001076572,0.00001990616,0.000188113,0.00002929657,0.000009301516,0.001208919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02672425,"threshold_uncertainty_score":0.141333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05282400516232542,"score_gpt":0.3858845398469759,"score_spread":0.3330605346846505,"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."}}