{"id":"W4411413014","doi":"10.53974/unza.zajlis","title":"Zambia Journal of Library and Information Science","year":2025,"lang":"en","type":"paratext","venue":"Zambia Journal of Library & Information Science","topic":"Business Strategies and Management Research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Library science; Data science; Computer science; Information retrieval","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":["metaepi_narrow","bibliometrics","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.009613607,0.0003917619,0.0009271575,0.01219833,0.000963659,0.01656332,0.007380488,0.0002230315,0.003618648],"category_scores_gemma":[0.002909742,0.0002772067,0.0002925396,0.01390813,0.002578493,0.3397081,0.002321145,0.001178701,0.0005735208],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008150133,"about_ca_system_score_gemma":0.01141621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006130195,"about_ca_topic_score_gemma":1.453186e-7,"domain_scores_codex":[0.9860257,0.000178349,0.00445775,0.0002977032,0.008295007,0.0007454986],"domain_scores_gemma":[0.987908,0.0006731037,0.006723707,0.0007659991,0.003320885,0.000608289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003476783,0.00005965415,0.0007211241,0.0003220528,0.00004567665,0.00001615348,0.001942957,0.00120941,0.0001498553,0.02141573,0.8292602,0.1445095],"study_design_scores_gemma":[0.0008300181,0.0003456154,0.009253238,0.0006087858,0.00002857953,0.0002874125,0.002854113,0.001145728,0.001029956,0.002139946,0.9811559,0.0003206884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03890681,0.002084858,0.01058176,0.01325207,0.01252283,0.0008121868,0.0001585491,0.00004029492,0.9216406],"genre_scores_gemma":[0.7715333,0.06367106,0.02721539,0.01591761,0.002986946,0.00001968173,0.0001687576,0.0000853184,0.118402],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8032386,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03982081200889194,"score_gpt":0.3485354058221372,"score_spread":0.3087145938132452,"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."}}