{"id":"W2784022015","doi":"10.18687/laccei2016.1.1.400","title":"The Impact of International Quality Assurance on Mexican Higher Education","year":2016,"lang":"en","type":"article","venue":"","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Quality (philosophy); Computer science; Business; Marketing; Physics","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":[0.01253287,0.00027558,0.000204536,0.002323754,0.001721665,0.005548462,0.0006650308,0.0006740427,0.0054066],"category_scores_gemma":[0.02031799,0.0001498435,0.0004452173,0.003526383,0.002261652,0.00164228,0.003002742,0.0012558,0.0001929944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007664866,"about_ca_system_score_gemma":0.007151922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04262756,"about_ca_topic_score_gemma":0.03466377,"domain_scores_codex":[0.9910533,0.003203871,0.0005119325,0.0007076026,0.0027975,0.00172577],"domain_scores_gemma":[0.9679583,0.007009963,0.01148025,0.001936794,0.008533085,0.00308163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007879494,0.0005035218,0.5112983,0.001395148,0.0001808889,0.0006663303,0.009924501,0.001329246,0.002534051,0.1231166,0.01653702,0.3317264],"study_design_scores_gemma":[0.00002674767,0.0003426361,0.8837925,0.001046353,0.0001141014,0.0002359649,0.01079203,0.0004824806,0.001262159,0.002322479,0.09954517,0.00003745068],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7373261,0.02480242,0.003529742,0.03897147,0.0008440692,0.0001212831,0.0007487615,0.0001707358,0.1934854],"genre_scores_gemma":[0.9895867,0.003554816,0.0007466102,0.001064576,0.000177767,0.00002077634,0.0001960796,0.00002836792,0.004624191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04262756,"threshold_uncertainty_score":0.08475888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142962726669685,"score_gpt":0.4920846564103717,"score_spread":0.3777883837434032,"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."}}