{"id":"W4413919743","doi":"10.2196/67331","title":"Needs for Technology-Enhanced Health Professions Education in Eastern and Southern Africa: Protocol for a Descriptive, Cross-Sectional Survey","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institutes of Health; U.S. Department of State","keywords":"Government (linguistics); Bachelor; Medical education; Higher education; Medicine; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0360511,0.001822581,0.002079605,0.004249176,0.003674272,0.002149922,0.002013091,0.002452083,0.03292094],"category_scores_gemma":[0.02395028,0.002239191,0.001992571,0.003427906,0.001499817,0.003420158,0.002544537,0.00398891,0.006402216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006231625,"about_ca_system_score_gemma":0.01893944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008329971,"about_ca_topic_score_gemma":0.01183364,"domain_scores_codex":[0.9881259,0.006323552,0.002606389,0.0006156744,0.00101313,0.001315261],"domain_scores_gemma":[0.9822249,0.005622665,0.002603821,0.00172894,0.006383542,0.001436142],"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":[0.0259469,0.05005701,0.159503,0.03402797,0.0007044778,0.005188555,0.08216777,0.009277859,0.008062332,0.01745251,0.2498639,0.3577477],"study_design_scores_gemma":[0.01888301,0.02457871,0.3713039,0.01553248,0.0003565972,0.001540718,0.1518904,0.009636506,0.005147804,0.01107547,0.389209,0.0008455048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01631765,0.0001271221,0.002854737,0.0005243704,0.0001093815,0.9703543,0.006907093,0.00007230893,0.002733132],"genre_scores_gemma":[0.006179843,0.0001419819,0.003255632,0.0002385574,0.00001247993,0.9886769,0.0009906035,0.000005166145,0.000498853],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0360511,"threshold_uncertainty_score":0.1906587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3923225180856394,"score_gpt":0.6382370178704445,"score_spread":0.2459144997848051,"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."}}