{"id":"W4307407767","doi":"10.31289/perspektif.v11i4.7684","title":"Tackling Public Service Delivery Challenges Through Appropriate Work Ethics in Nigeria","year":2022,"lang":"en","type":"article","venue":"PERSPEKTIF","topic":"Islamic Finance and Banking Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sault College","funders":"","keywords":"Service delivery framework; Work (physics); Service (business); Test (biology); Public sector; Sample (material); Business; Public service; Product (mathematics); Public relations; Political science; Marketing; Engineering; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0008389772,0.000193785,0.0002440362,0.0001848497,0.0006835333,0.000165339,0.0004045233,0.00007882956,0.0002227548],"category_scores_gemma":[0.000117034,0.0001987454,0.00006698216,0.001065721,0.00004196825,0.0007572959,0.0007251761,0.0006761689,0.0001784687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009710862,"about_ca_system_score_gemma":0.00004398907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005979912,"about_ca_topic_score_gemma":0.001140558,"domain_scores_codex":[0.9984894,0.00003519648,0.0002393993,0.0004014059,0.0003881551,0.0004464547],"domain_scores_gemma":[0.9993419,0.00007292188,0.0001514611,0.0002619779,0.0001692986,0.000002405975],"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":[0.0003560005,0.001257226,0.05146446,0.002309566,0.0003379952,0.0002765272,0.1372426,0.003350266,0.0003351129,0.6854179,0.01325199,0.1044004],"study_design_scores_gemma":[0.002013194,0.00003389356,0.0251102,0.0003032912,0.00007891197,0.000006610753,0.08051848,0.00143968,0.00001332763,0.07111926,0.8178323,0.001530882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179273,0.004830449,0.0000235451,0.05875514,0.001005633,0.0002221808,0.000002165641,0.0001834981,0.01705005],"genre_scores_gemma":[0.9915597,0.0006358455,0.000241721,0.006440595,0.0007424494,0.00009097833,0.00001887195,0.00003538769,0.0002344504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8045803,"threshold_uncertainty_score":0.8104604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304478858655221,"score_gpt":0.2545377579713487,"score_spread":0.1914929693847965,"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."}}