{"id":"W3135291031","doi":"10.5430/ijhe.v10n4p207","title":"Omani Undergraduate Students’ Awareness and Experiences of the Research-Teaching Nexus","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Edge Hill University","keywords":"Nexus (standard); Medical education; Psychology; Sample (material); Quality (philosophy); Survey research; Pedagogy; Mathematics education; Medicine; Engineering; Applied psychology","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":[0.003811162,0.00004771535,0.00008295693,0.0001290759,0.0004606305,0.0002447158,0.0006823005,0.00003515735,0.0001613435],"category_scores_gemma":[0.002153264,0.00003702394,0.00005009975,0.0001462084,0.0002134023,0.0006589563,0.0001134707,0.0003525132,0.000002394887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173511,"about_ca_system_score_gemma":0.001303633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007273645,"about_ca_topic_score_gemma":0.0001416135,"domain_scores_codex":[0.9958809,0.001757307,0.00030745,0.00009884658,0.001862911,0.00009256856],"domain_scores_gemma":[0.9970968,0.0006866883,0.0004775024,0.00009793264,0.001588065,0.00005304086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005334991,0.001115288,0.1783254,0.00001581204,0.0002435856,0.000009448254,0.4646645,0.00006380193,0.001486089,0.3290191,0.0104208,0.01458277],"study_design_scores_gemma":[0.0005222253,0.00006680146,0.3778868,0.0004047926,0.00005398272,0.0000577232,0.3923014,0.00001112709,0.00195241,0.04834372,0.1782528,0.000146246],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9403646,0.0007079376,0.00002899999,0.04727621,0.005308897,0.00005119568,4.34225e-7,0.000003782725,0.006257944],"genre_scores_gemma":[0.9931464,0.00008615493,0.0004244595,0.0002140664,0.0007149376,0.000004540758,8.299763e-7,0.000004565602,0.005404012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2806754,"threshold_uncertainty_score":0.3542844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1862052393883767,"score_gpt":0.5640544349374778,"score_spread":0.377849195549101,"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."}}