{"id":"W4200242489","doi":"10.1108/qae-08-2021-0135","title":"The quality continuum: perceptions of institutional accreditation","year":2021,"lang":"en","type":"article","venue":"Quality Assurance in Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Accreditation; Public relations; Bureaucracy; Higher education; Originality; Political science; Sociology; Focus group; Value (mathematics); Accountability; Qualitative research; Public administration; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.002465745,0.00006194675,0.0001219309,0.00003483536,0.0005185999,0.00006558093,0.0001529926,0.00006674505,0.0001580114],"category_scores_gemma":[0.002453623,0.00005915343,0.00004875853,0.0005569769,0.0002577212,0.0003348339,0.00001186331,0.0001035624,0.00003299457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437628,"about_ca_system_score_gemma":0.006315093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003983705,"about_ca_topic_score_gemma":0.03483914,"domain_scores_codex":[0.9978319,0.0007747159,0.0005374423,0.0001757297,0.0005164013,0.0001638404],"domain_scores_gemma":[0.9980312,0.0007315642,0.0002689324,0.0002040898,0.0007150169,0.00004921297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000017396,0.000606293,0.476186,0.00004119811,0.00001209506,1.750642e-7,0.05085317,0.00002858097,0.000851075,0.391931,0.0108589,0.0686141],"study_design_scores_gemma":[0.00009751411,0.000002015774,0.8385583,0.00003397905,0.000001844851,2.156199e-7,0.0272345,5.312295e-7,0.0001609608,0.007212214,0.1266289,0.00006906851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581946,0.0004945049,0.0004186673,0.01741056,0.002530699,0.0001747761,0.00001154507,0.00001714417,0.02074748],"genre_scores_gemma":[0.9931987,0.0006024944,0.001550718,0.000274779,0.0002960308,0.00009131323,0.000046841,0.000003076016,0.003936052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847188,"threshold_uncertainty_score":0.9993182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000685562762878,"score_gpt":0.4294286142086568,"score_spread":0.389421758581028,"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."}}