{"id":"W4281477233","doi":"10.22230/src.2022v13n1a403","title":"Scholarly Publishing in Mozambique: Research Institutions, Researchers, and Articles","year":2022,"lang":"fr","type":"article","venue":"Scholarly and Research Communication","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Library science; Political science; Publishing; Humanities; Web of science; Art; MEDLINE; Law; Computer 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002274478,0.0003270663,0.0004766008,0.01945456,0.003532983,0.007764612,0.0004322228,0.0007671874,0.006943736],"category_scores_gemma":[0.01817244,0.0003353657,0.0002669323,0.06028916,0.001552564,0.003374505,0.002146073,0.0007482176,0.0009563873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005675882,"about_ca_system_score_gemma":0.01200064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06358941,"about_ca_topic_score_gemma":0.1055335,"domain_scores_codex":[0.9970028,0.0006086449,0.000518567,0.000262692,0.0009774537,0.0006298673],"domain_scores_gemma":[0.9869816,0.004669989,0.005027095,0.000353704,0.002035774,0.0009317344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003050562,0.0001160857,0.4036991,0.01420014,0.0003186402,0.003973446,0.1248029,0.0002140501,0.002138018,0.02575951,0.03087935,0.3935936],"study_design_scores_gemma":[0.00001954513,0.00004465667,0.5836384,0.01040796,0.000182425,0.002315331,0.08079303,0.0001150596,0.0004899758,0.001720236,0.320226,0.00004736085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5945932,0.2874394,0.0008676235,0.0138441,0.0009383216,0.0005147399,0.01142426,0.0001117799,0.09026649],"genre_scores_gemma":[0.8353208,0.1438211,0.00260632,0.001579416,0.0004984268,0.0003664998,0.00369775,0.00007200343,0.01203773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9922354,"threshold_uncertainty_score":0.1264385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4434988462523503,"score_gpt":0.433249048198913,"score_spread":0.01024979805343729,"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."}}