{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004384897,0.0001993212,0.0002596336,0.002036879,0.001865678,0.004269408,0.0002121231,0.0005141295,0.01716524],"category_scores_gemma":[0.001732708,0.0001854482,0.0001536046,0.002788823,0.0007863052,0.001276439,0.001151328,0.0005900616,0.001522596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002997068,"about_ca_system_score_gemma":0.007348834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05536683,"about_ca_topic_score_gemma":0.08823501,"domain_scores_codex":[0.9995827,0.00009149479,0.00005113974,0.00003803058,0.0001074053,0.000129338],"domain_scores_gemma":[0.9993342,0.0002014402,0.0001258972,0.00006560046,0.0002064152,0.00006640285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002700785,0.0002253137,0.1102233,0.005620918,0.00007677215,0.004458597,0.02649236,0.0006127337,0.01182643,0.07808983,0.1127199,0.6493838],"study_design_scores_gemma":[0.00001699116,0.00007053315,0.2394424,0.001892122,0.0000696926,0.001989774,0.02717407,0.0003858737,0.001588042,0.002856138,0.7244771,0.00003733444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5344132,0.0931975,0.002458936,0.04548841,0.0006655802,0.0006133536,0.00312122,0.0003371097,0.3197046],"genre_scores_gemma":[0.9230041,0.03608136,0.002904664,0.001992733,0.00009581699,0.000120074,0.001022736,0.00002867637,0.03474985],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05536683,"threshold_uncertainty_score":0.1100891,"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."}}