{"id":"W2120346313","doi":"","title":"Issues and challenges to development of institutional repositories in academic and research institutions in Nigeria","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Promotion (chess); Institutional repository; Scholarly communication; Computer science; Open research; World Wide Web; Public relations; Knowledge management; Institutional research; Political science; Library science; Higher education; Publishing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.003027634,0.00009124407,0.0002180568,0.026371,0.0002156039,0.0006320726,0.0006567251,0.0001058578,0.00001384276],"category_scores_gemma":[0.008238696,0.00007134865,0.00001691629,0.04294927,0.0005603228,0.003322603,0.001368499,0.0003020027,0.00002218752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003502836,"about_ca_system_score_gemma":0.0007343865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001262867,"about_ca_topic_score_gemma":0.00001559943,"domain_scores_codex":[0.9955924,0.00009270069,0.0006271275,0.00048957,0.002843811,0.0003544207],"domain_scores_gemma":[0.9980346,0.001226378,0.00005065943,0.0002166542,0.0002062256,0.0002654905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004358986,0.0001151702,0.8931286,0.00001647099,0.000003427326,0.00006139282,0.003029527,0.000009579237,0.0002052254,0.007909345,0.0009710482,0.09450667],"study_design_scores_gemma":[0.0001971575,0.00006245448,0.8894211,0.0000458483,1.054752e-7,0.00002205975,0.0006998666,0.00001943609,0.001796373,0.003999461,0.1036383,0.00009786004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728554,0.010667,0.00001709369,0.002583408,0.00009130442,0.0001829298,0.00002896603,0.00001163097,0.01356229],"genre_scores_gemma":[0.9945623,0.003500213,0.001283192,0.00002045628,0.00004030331,0.0000175564,0.000005517076,0.00000466958,0.000565772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1026672,"threshold_uncertainty_score":0.9863084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7150055971970769,"score_gpt":0.5527936526054816,"score_spread":0.1622119445915953,"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."}}