{"id":"W2098716952","doi":"","title":"A Survey of Information Resources Required by Ulama to Perform Their Work Roles: A Case Study of Borno State, Nigeria","year":2011,"lang":"en","type":"article","venue":"Scientific Repository (Petra Christian University)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Developing country; State (computer science); Work (physics); Information needs; Public relations; Sociology; Political science; Economic growth; Library science; Geography; Engineering; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001698666,0.0001391383,0.0002268754,0.0007561172,0.001143509,0.000288985,0.0007938382,0.00007278905,0.00008427625],"category_scores_gemma":[0.0001283047,0.000133617,0.00006555902,0.003553934,0.0006475298,0.007896814,0.0001247518,0.00009865744,0.00001542557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008665511,"about_ca_system_score_gemma":0.0003731474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01243135,"about_ca_topic_score_gemma":0.001063103,"domain_scores_codex":[0.9977899,0.0003990229,0.0006087015,0.0002697759,0.0006183196,0.0003142807],"domain_scores_gemma":[0.9980469,0.00008465034,0.0005426552,0.000479408,0.0005747987,0.0002716397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001756661,0.000261722,0.2551954,0.00002365534,0.00002969061,0.00006186837,0.7395309,0.00002447233,0.0001765402,0.00005054254,0.003455277,0.001014189],"study_design_scores_gemma":[0.0006945472,0.0005906946,0.1907387,0.00008292525,0.00001624688,0.00001439497,0.7476895,0.00005329126,0.002144386,0.00001213298,0.0575873,0.0003759482],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826766,0.00001733012,0.0001123085,0.00001345822,0.0006305497,0.0004665597,0.00008052781,0.00004975476,0.01595289],"genre_scores_gemma":[0.99627,0.000002132011,0.0001059853,0.00002079803,0.0000149395,0.000001134662,0.00002000644,0.000004169925,0.00356082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06445678,"threshold_uncertainty_score":0.994145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081822110955178,"score_gpt":0.2164061786489396,"score_spread":0.1955879575393878,"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."}}