{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008743035,0.0002852902,0.0002952931,0.00210031,0.004229767,0.001466497,0.0004519765,0.000746836,0.003453264],"category_scores_gemma":[0.001599202,0.000442135,0.000191865,0.001849739,0.001159808,0.001188566,0.001409324,0.0006978335,0.0003676446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079501,"about_ca_system_score_gemma":0.001618813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02204635,"about_ca_topic_score_gemma":0.07567452,"domain_scores_codex":[0.9994618,0.0001911923,0.00004911138,0.00004541558,0.00007110336,0.0001813528],"domain_scores_gemma":[0.9990043,0.0004534692,0.0002217214,0.00003225832,0.0001169758,0.0001712515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008639351,0.0004505912,0.5026292,0.0004764862,0.00001410924,0.01975918,0.4506106,0.00007622848,0.002487606,0.001102081,0.0008047333,0.02150276],"study_design_scores_gemma":[0.000001915372,0.0001278388,0.1731194,0.000190454,0.000009539253,0.002193615,0.8199472,0.00006498723,0.0003084148,0.00006138789,0.003966404,0.000008915626],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981126,0.0002348334,0.00004456383,0.0001251769,0.000003458962,0.0000224678,0.0000307852,9.931814e-7,0.001425176],"genre_scores_gemma":[0.997079,0.0008837542,0.0001556929,0.00009642238,0.000003217388,0.00002958912,0.00003607483,0.000002085235,0.001714215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02204635,"threshold_uncertainty_score":0.04383606,"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."}}