{"id":"W3147020384","doi":"10.29173/iasl8167","title":"Challenges in Training Teacher-Librarians at the Department of Information Studies, University of Natal, Pietermaritzburg","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Library science; Sociology; Pedagogy; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006240586,0.00007322132,0.0001613771,0.00007096233,0.0002161051,0.00005616965,0.0003139986,0.00005973582,0.0001557123],"category_scores_gemma":[0.0002623659,0.00006151537,0.00004080351,0.0003722635,0.0003731855,0.01064842,0.0001659846,0.00009710189,0.000007968255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004882616,"about_ca_system_score_gemma":0.0003998226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094658,"about_ca_topic_score_gemma":0.000149921,"domain_scores_codex":[0.9990635,0.00003572273,0.0002686374,0.0001076862,0.0003363627,0.0001880717],"domain_scores_gemma":[0.9991024,0.00006778927,0.0002271115,0.00006801316,0.0004831624,0.00005155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001713553,0.00001965035,0.003556203,0.00005487739,0.00001229736,8.103671e-7,0.9408181,0.000001550251,0.00001235425,0.02506804,0.001033618,0.02940536],"study_design_scores_gemma":[0.0001929324,0.00003942601,0.009374931,0.00007860874,0.00000492154,0.000001639137,0.8506339,0.00006391944,0.0002726967,0.0008633536,0.1383979,0.00007572278],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522389,0.000585321,0.00001233135,0.007913864,0.00008777088,0.0001835432,0.000037516,0.00002461775,0.03891614],"genre_scores_gemma":[0.9971969,0.001779005,0.0001596204,0.000209205,0.00002033726,0.000002060821,0.00001505729,0.000001519528,0.0006163649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1373643,"threshold_uncertainty_score":0.771985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040607167656899,"score_gpt":0.2967254824740359,"score_spread":0.1926647657083459,"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."}}