{"id":"W4410453345","doi":"10.2196/69411","title":"Experiences of Health Research Data Sharing Among Researchers in Sub-Saharan Africa: Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Cross-sectional study; Environmental health; Geography; Medicine; Computer science; World Wide Web","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.01455366,0.000354553,0.0007941675,0.002559433,0.005941531,0.004383341,0.001049624,0.001199108,0.002025551],"category_scores_gemma":[0.03538487,0.0008225306,0.0004738405,0.003125353,0.002911215,0.00539645,0.006800459,0.001603717,0.0003026431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002141176,"about_ca_system_score_gemma":0.003810647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211648,"about_ca_topic_score_gemma":0.008465396,"domain_scores_codex":[0.9854628,0.01010021,0.001247757,0.0006662923,0.00108563,0.001437448],"domain_scores_gemma":[0.9716836,0.01524396,0.007403113,0.0008866727,0.002228998,0.002553592],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007092395,0.0001396266,0.1704021,0.0003970398,0.00004736473,0.0014122,0.8153356,0.00002767623,0.000414886,0.0003885592,0.000528517,0.01083541],"study_design_scores_gemma":[0.000004159813,0.0001134105,0.03686613,0.0002595547,0.00001553351,0.0006466766,0.9586443,0.00004743908,0.00009506986,0.0001308757,0.003159737,0.00001713123],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974775,0.0006347884,0.0001759173,0.000709377,0.00001079178,0.00006265349,0.00007151023,0.00000294799,0.0008544456],"genre_scores_gemma":[0.9975206,0.001187158,0.000417122,0.0004207371,0.00001183995,0.0001405093,0.00004644602,0.000004920941,0.0002505868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989504,"threshold_uncertainty_score":0.07696795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6349852779971793,"score_gpt":0.5962457037315271,"score_spread":0.03873957426565222,"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."}}