{"id":"W2523246570","doi":"10.5539/ass.v12n10p136","title":"Opinions of Faculty Members Regarding Quality Implementation in the Faculty of Arts at King Saud University","year":2016,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; The arts; Quality (philosophy); Medical education; Plan (archaeology); Psychology; Process (computing); Liberal arts education; Higher education; Public relations; Political science; Computer science; 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":[0.01674108,0.0003489574,0.0004718267,0.001046921,0.006609811,0.004444787,0.0007859755,0.002464599,0.002584592],"category_scores_gemma":[0.0343833,0.0002903595,0.0006215267,0.001239983,0.002305179,0.001711873,0.001729256,0.001930474,0.0005846591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00442855,"about_ca_system_score_gemma":0.004872013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006579884,"about_ca_topic_score_gemma":0.007526008,"domain_scores_codex":[0.9800412,0.01214685,0.001439216,0.0005857254,0.004047044,0.001739988],"domain_scores_gemma":[0.9524872,0.01994912,0.007974859,0.0007428408,0.01335006,0.0054959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005257277,0.0003660326,0.2268957,0.001074654,0.0001329153,0.003267156,0.6356816,0.0007290209,0.01125058,0.001976124,0.02196172,0.09613886],"study_design_scores_gemma":[0.00001300107,0.0004643431,0.08018748,0.0004304224,0.00006790673,0.0009659628,0.8799543,0.0003589281,0.002652766,0.0002217498,0.03456853,0.0001146567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664878,0.002116144,0.0005635304,0.02034137,0.0003745332,0.00008366423,0.00005668357,0.00002832516,0.009947975],"genre_scores_gemma":[0.9931583,0.001562392,0.0003257707,0.003010756,0.000142816,0.00002780719,0.00002167403,0.000007595235,0.001742907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01674108,"threshold_uncertainty_score":0.08853638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08697997123393604,"score_gpt":0.4150662977394742,"score_spread":0.3280863265055382,"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."}}