{"id":"W4387500668","doi":"10.21900/j.alise.2023.1399","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":"Council for Higher Education","keywords":"Accreditation; Curriculum; Competence (human resources); Medical education; Political science; Context (archaeology); Higher education; Modalities; Public relations; Sociology; Psychology; Pedagogy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03849348,0.000955279,0.0009989828,0.005599183,0.009111729,0.0188149,0.004806278,0.009129058,0.1767581],"category_scores_gemma":[0.06969178,0.001069161,0.001643938,0.00389054,0.003822001,0.007441424,0.0121142,0.008755166,0.1345113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01091964,"about_ca_system_score_gemma":0.06384677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02811055,"about_ca_topic_score_gemma":0.03481016,"domain_scores_codex":[0.923906,0.008286539,0.005162294,0.0045184,0.04917246,0.008954281],"domain_scores_gemma":[0.8233559,0.006793984,0.002989292,0.01924007,0.135269,0.01235177],"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":[0.00002013259,0.00009665428,0.0008075044,0.0002117608,0.000007782512,0.0001271189,0.0006061249,0.00007963951,0.0006198281,0.03947986,0.8695616,0.08838201],"study_design_scores_gemma":[0.00000234099,0.00001216363,0.0005494534,0.00008812894,0.000001467285,0.00006097153,0.0001543599,0.00004338377,0.0001471706,0.0008173445,0.998114,0.000009241432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003028671,0.003192016,0.01378117,0.05051348,0.03248585,0.001259955,0.001793759,0.004414103,0.8895311],"genre_scores_gemma":[0.01534096,0.001777109,0.009084283,0.01739114,0.002310861,0.0007374153,0.003241318,0.001466811,0.9486502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1767581,"threshold_uncertainty_score":0.5913147,"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."}}