{"id":"W4391364736","doi":"10.1016/j.jsurg.2023.12.004","title":"Factors Influencing Exam Performance of Surgical Trainees in Sub-Saharan Africa: A Retrospective Analysis of the College of Surgeons in East, Central, and Southern Africa Membership Examination","year":2024,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Science Foundation Ireland; Royal College of Surgeons in Ireland","keywords":"Curriculum; Economic shortage; Demographics; Medical education; Duration (music); Medicine; Psychology; Family medicine; Demography; Pedagogy; Government (linguistics)","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":[0.0008751421,0.0002344929,0.0003316556,0.001472668,0.000520397,0.0006292108,0.0003590644,0.0002844789,0.001328768],"category_scores_gemma":[0.003880755,0.00027861,0.0003394668,0.002188755,0.0003929606,0.0006233559,0.0008079843,0.0003596403,0.0001850263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456853,"about_ca_system_score_gemma":0.0006671043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006337747,"about_ca_topic_score_gemma":0.0072945,"domain_scores_codex":[0.9991817,0.0001674355,0.0001403131,0.000108516,0.0001742426,0.0002277374],"domain_scores_gemma":[0.9975244,0.0004554333,0.001341653,0.00008805421,0.0002205454,0.0003698096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001877434,0.00001428102,0.9989449,0.00001470999,0.00001185625,0.0001121546,0.0002020658,0.0000121968,0.00004801865,0.000005923167,0.00004481669,0.0005704061],"study_design_scores_gemma":[0.000001177369,0.00004158508,0.9979112,0.00001988957,0.00001137619,0.0003358539,0.001392807,0.00005180067,0.00003656287,0.000005038188,0.0001902217,0.000002474094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994032,0.000192142,0.00002520499,0.00002286373,0.000002538101,0.000008466528,0.000163207,8.754762e-7,0.0001815846],"genre_scores_gemma":[0.9995762,0.0001526574,0.00002631434,0.00001263546,0.000003601269,0.00001061144,0.0001556784,9.347002e-7,0.00006145056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006337747,"threshold_uncertainty_score":0.01260173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02766222623008065,"score_gpt":0.280773396733296,"score_spread":0.2531111705032154,"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."}}