{"id":"W2465942687","doi":"10.5430/ijhe.v5n3p56","title":"Students’ Perceptions and Faculty Measured Competencies in Higher Education","year":2016,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nonprobability sampling; Perception; Psychology; Medical education; Mathematics education; Medicine","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":[0.002556331,0.0001241008,0.0002089004,0.0008845432,0.0004397031,0.001373739,0.0001918953,0.000342309,0.002749895],"category_scores_gemma":[0.01069187,0.000102315,0.0002695167,0.0005983947,0.0005471872,0.0006026165,0.0007219986,0.000590577,0.0002651112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298877,"about_ca_system_score_gemma":0.001014345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287199,"about_ca_topic_score_gemma":0.002141756,"domain_scores_codex":[0.9982889,0.0004635342,0.0001413001,0.00009095055,0.0007202514,0.0002951506],"domain_scores_gemma":[0.9907677,0.002757125,0.002627038,0.0002488946,0.001149937,0.002449311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003744358,0.0003631559,0.9800648,0.00004058303,0.00002732427,0.00008756861,0.00357383,0.0002160437,0.0007372993,0.0004009785,0.0002138258,0.01423719],"study_design_scores_gemma":[0.000002774157,0.0002292312,0.9918298,0.0000194107,0.000008569024,0.00008171119,0.00633597,0.0003362339,0.0004632704,0.0002143108,0.0004691476,0.000009554751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984794,0.00003492173,0.0001069936,0.00007785157,0.00000267775,0.000005067467,0.00001167594,0.000001557791,0.001279885],"genre_scores_gemma":[0.9997088,0.00002172714,0.00005523517,0.00001451895,0.000002087314,0.000002435782,0.00001105321,3.462067e-7,0.0001837899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002749895,"threshold_uncertainty_score":0.01351929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04415048940445207,"score_gpt":0.3913699174108719,"score_spread":0.3472194280064198,"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."}}