{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","sts","scholarly_communication"],"category_scores_codex":[0.1194152,0.0003002025,0.00038425,0.003477666,0.02094506,0.09969047,0.003977581,0.0004422949,0.0005462694],"category_scores_gemma":[0.02504442,0.0003422547,0.00007552726,0.002824857,0.00520371,0.08050403,0.01014612,0.02744012,0.00005318982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001726899,"about_ca_system_score_gemma":0.001632361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05480018,"about_ca_topic_score_gemma":0.01363214,"domain_scores_codex":[0.9553896,0.03625921,0.00105476,0.001017,0.004459313,0.001820102],"domain_scores_gemma":[0.98658,0.004535219,0.0001834558,0.002747963,0.005328185,0.0006251687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002077241,0.0007996397,0.007123689,0.0001563598,0.00005258944,0.00002526116,0.04747124,0.00002262021,0.0003065911,0.8579586,0.02077643,0.06509924],"study_design_scores_gemma":[0.001206595,0.0004186228,0.01775257,0.0004742504,0.00001168005,0.00004148827,0.07559866,0.000855915,0.00002400635,0.1074052,0.7958754,0.0003355548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4571142,0.2563069,0.00000602406,0.2306491,0.0002620622,0.001037845,0.0001541576,0.00007875873,0.05439095],"genre_scores_gemma":[0.9334063,0.04607303,0.0006344198,0.0003363479,0.0002414471,0.0006328007,0.0002224119,0.00005903446,0.01839419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.775099,"threshold_uncertainty_score":0.999903,"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."}}