{"id":"W4295977696","doi":"10.5539/hes.v12n4p18","title":"Quality in Higher Education: Defining the Conceptual Contents and their Relative Predominance","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Leadership and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimension (graph theory); Mathematics education; Psychology; Qualitative research; Pedagogy; Mathematics; Sociology; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02001653,0.0004331504,0.0006699226,0.01251144,0.003099907,0.01719739,0.001257343,0.001946881,0.001699059],"category_scores_gemma":[0.04011497,0.0004454939,0.000568148,0.01945264,0.0226662,0.01619935,0.008948973,0.002472837,0.000158144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008753093,"about_ca_system_score_gemma":0.006535682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003481209,"about_ca_topic_score_gemma":0.002161808,"domain_scores_codex":[0.9818836,0.009518199,0.001732331,0.001296179,0.00461251,0.0009572097],"domain_scores_gemma":[0.9522954,0.03262969,0.005820271,0.002084306,0.005263208,0.001907075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008925996,0.00006605121,0.03748832,0.001696696,0.00005280958,0.0001651607,0.1723761,0.0003897388,0.0006682234,0.6647817,0.001500868,0.1207252],"study_design_scores_gemma":[0.00004758005,0.0002480653,0.083989,0.006697949,0.0001132519,0.001168329,0.3738479,0.003138339,0.0009188227,0.380769,0.1489336,0.0001280787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6351989,0.08622905,0.08782217,0.04196682,0.001180811,0.0005214348,0.0004836997,0.0001367316,0.1464604],"genre_scores_gemma":[0.9854572,0.006109157,0.006594593,0.000632761,0.0001974678,0.0001522315,0.0001035964,0.00003279174,0.0007201351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02001653,"threshold_uncertainty_score":0.1058588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2373968684719872,"score_gpt":0.435590952028615,"score_spread":0.1981940835566277,"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."}}