{"id":"W4248845968","doi":"10.21083/ajote.v10i1.6287","title":"Students’ Perspectives on Satisfaction with Distance Education in Ghana: A Cluster Analysis","year":2021,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Hierarchical clustering; Cluster (spacecraft); Mathematics education; Euclidean distance; Quality (philosophy); Psychology; Service quality; Service (business); Medical education; Marketing; Mathematics; Computer science; Statistics; Business; Cluster analysis; Medicine; Artificial intelligence","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":[0.0004892495,0.0001136176,0.0002132358,0.0006215412,0.00006643502,0.0002073625,0.0001411912,0.000035616,0.0002009442],"category_scores_gemma":[0.00008152462,0.00009747074,0.0000908193,0.001573811,0.00002253625,0.0008114748,0.00002051314,0.0002299308,0.00001604286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002634861,"about_ca_system_score_gemma":0.0004292836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255863,"about_ca_topic_score_gemma":0.004333716,"domain_scores_codex":[0.9989204,0.00006891753,0.0003212554,0.0001887064,0.0003798781,0.0001208249],"domain_scores_gemma":[0.9987593,0.00003017071,0.0004931191,0.0001858518,0.0005114309,0.00002007225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001351423,0.001626199,0.9730267,0.00004177903,0.0001670054,0.00000234273,0.004154836,0.0001726281,0.00001620422,0.003043673,0.000938498,0.016675],"study_design_scores_gemma":[0.0002902462,0.00001965385,0.8391814,0.00008946033,0.0003353968,0.000004922394,0.15696,0.00004244238,0.000005341871,0.0002463791,0.002707461,0.000117353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899018,0.0003723072,0.0005761351,0.004509095,0.0002895761,0.00008489779,3.86659e-7,0.0000085044,0.004257332],"genre_scores_gemma":[0.9970446,0.000010505,0.0004074526,0.0009811339,0.0007276136,0.000009002579,0.00001049574,0.00001118177,0.0007980756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1528051,"threshold_uncertainty_score":0.3974742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278271215120137,"score_gpt":0.2922780694257173,"score_spread":0.279495357274516,"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."}}