{"id":"W4321375960","doi":"10.3389/frma.2023.1040823","title":"Factors that affect scientific publication in Africa—A gender perspective","year":2023,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université du Québec à Montréal","funders":"Robert Bosch Stiftung; International Development Research Centre","keywords":"Productivity; Affect (linguistics); Workload; Psychology; Publication; Perspective (graphical); Demographic economics; Demography; Sociology; Political science; Economic growth; Economics; Management; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003633925,0.0002474161,0.0002436606,0.002098209,0.001118625,0.002050987,0.0002914198,0.0003012582,0.004762508],"category_scores_gemma":[0.01886994,0.0001309253,0.0001914131,0.0033331,0.0009969415,0.001551963,0.001280733,0.0003158203,0.000539956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163692,"about_ca_system_score_gemma":0.001119455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132386,"about_ca_topic_score_gemma":0.001374969,"domain_scores_codex":[0.9977598,0.00114479,0.0001817243,0.0001407595,0.0004043124,0.0003685585],"domain_scores_gemma":[0.9796835,0.01155838,0.00589502,0.000461888,0.0009805782,0.001420695],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002623238,0.0001332919,0.8927826,0.000362137,0.00006198767,0.001247064,0.03674289,0.0002575951,0.003938459,0.004618101,0.001518688,0.05807491],"study_design_scores_gemma":[0.00002959624,0.0002520599,0.9253421,0.0004021122,0.00004447467,0.001629156,0.04322534,0.0003674052,0.001745726,0.003755551,0.02316659,0.00003989593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860926,0.002441956,0.0004638924,0.002282283,0.00005842471,0.00001606289,0.0002219861,0.000009415045,0.008413419],"genre_scores_gemma":[0.9975324,0.001106709,0.0002824936,0.0001055225,0.000061028,0.00001320411,0.00005044642,0.000007608328,0.0008406474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9979018,"threshold_uncertainty_score":0.01921827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9005667755092183,"score_gpt":0.6405828413056083,"score_spread":0.25998393420361,"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."}}