{"id":"W4387252698","doi":"10.21900/j.alise.2023.1397","title":"21st Century Accreditation","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ALISE Annual Conference","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Curriculum; Competence (human resources); Medical education; Context (archaeology); Political science; Higher education; Modalities; Public relations; Pedagogy; Sociology; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005646739,0.00006129932,0.00008024167,0.0000870229,0.0003593036,0.0001909893,0.0007042058,0.00004487326,0.0001254062],"category_scores_gemma":[0.000508021,0.00004416524,0.00004814112,0.001020645,0.0002504062,0.008857986,0.0001336717,0.00007412078,0.0001038885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001326821,"about_ca_system_score_gemma":0.0001620325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009926055,"about_ca_topic_score_gemma":0.000001748609,"domain_scores_codex":[0.9989707,0.00001092851,0.0001928941,0.0001076492,0.0004998924,0.000217918],"domain_scores_gemma":[0.9990461,0.00004490471,0.0001709634,0.00006158307,0.0006081714,0.00006829668],"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":[0.000009808714,0.00001803623,0.008734176,0.00003429657,0.000007247712,7.926189e-8,0.1570941,0.00000166095,0.0007830451,0.7880096,0.04014978,0.005158208],"study_design_scores_gemma":[0.000207802,0.00005039394,0.04597986,0.000133991,0.00001311971,5.603691e-7,0.2876852,0.0002545215,0.00443341,0.02002777,0.6409875,0.0002258333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.816871,0.00001393245,9.854347e-7,0.01188395,0.0004202835,0.0002124747,0.00002812156,0.0001349433,0.1704343],"genre_scores_gemma":[0.9954306,0.0002279193,0.00007151402,0.000723376,0.0001461433,0.000009088433,0.000004485547,0.000003151399,0.003383666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7679818,"threshold_uncertainty_score":0.6421826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588999068653101,"score_gpt":0.2873936101857498,"score_spread":0.2615036194992188,"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."}}