{"id":"W2746173135","doi":"10.5430/ijhe.v6n4p173","title":"Quality Instruction as a Motivating Factor in Higher Education","year":2017,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Graduate students; Psychology; Mathematics education; Currency; Higher education; Pedagogy; Medical education; Political 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":[0.006168059,0.0001595828,0.0002581152,0.0007953244,0.002109512,0.002696366,0.0004751479,0.0008388538,0.002064771],"category_scores_gemma":[0.01824358,0.0001972527,0.0002256796,0.0005018421,0.001607752,0.000521272,0.001617324,0.001259097,0.0001362795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001546302,"about_ca_system_score_gemma":0.003852023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182772,"about_ca_topic_score_gemma":0.00359279,"domain_scores_codex":[0.9939388,0.003045472,0.0001928983,0.0002427999,0.001716858,0.000863112],"domain_scores_gemma":[0.9627414,0.01731693,0.007032987,0.0009811273,0.002794937,0.00913271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003439392,0.003317735,0.7763933,0.0003512099,0.00009551174,0.0006396503,0.01896841,0.0006514056,0.003893875,0.0154648,0.004215508,0.1756646],"study_design_scores_gemma":[0.00005558596,0.000995356,0.9499436,0.0002195907,0.0000597914,0.0003048034,0.01609766,0.002104846,0.002774125,0.008771878,0.01859166,0.00008115028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848318,0.0002953501,0.00103163,0.00258914,0.00004080221,0.00006077448,0.000009438604,0.00003099223,0.01111005],"genre_scores_gemma":[0.9989533,0.00005263882,0.0004346934,0.0001304027,0.00001563098,0.000009542414,0.000003801651,0.000003468895,0.0003965626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006168059,"threshold_uncertainty_score":0.03262019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05789772724606287,"score_gpt":0.4354205889730759,"score_spread":0.377522861727013,"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."}}