{"id":"W2743928256","doi":"10.5539/hes.v7n3p122","title":"21st Century Professional Skill Training Programs for Faculty Members—A Comparative Study between Virginia Tec University, American University &amp; King Saud University","year":2017,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Faculty development; Training (meteorology); Professional development; Psychology; Political 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":[0.004194489,0.000182463,0.0002692619,0.001415166,0.006776026,0.004042713,0.0007385957,0.00113782,0.002327663],"category_scores_gemma":[0.009104943,0.000274366,0.0002002711,0.001804773,0.002301355,0.001889335,0.002040593,0.0008777183,0.0002920467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007614963,"about_ca_system_score_gemma":0.007731652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02059603,"about_ca_topic_score_gemma":0.06344663,"domain_scores_codex":[0.9973687,0.001119069,0.0001294638,0.0001202365,0.0004520278,0.0008104038],"domain_scores_gemma":[0.9928038,0.002478541,0.001044964,0.0001435849,0.00147903,0.002050105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001416031,0.0005955044,0.1756614,0.0002970238,0.00002766408,0.001070178,0.7714383,0.00008270815,0.002248363,0.004034716,0.002984075,0.04141847],"study_design_scores_gemma":[0.000004538249,0.0001123752,0.07423954,0.00009298521,0.000006527578,0.0001524507,0.9145253,0.00003047866,0.0003062503,0.00005700216,0.01046075,0.00001169984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970837,0.0002877136,0.00003908092,0.0004074882,0.00001593811,0.00001316648,0.000008803323,0.000002494232,0.002141507],"genre_scores_gemma":[0.9985067,0.0003041843,0.0000493135,0.0001892147,0.00000848643,0.00001766512,0.000009347359,0.000001759113,0.0009133428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02059603,"threshold_uncertainty_score":0.05525064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2123689850056229,"score_gpt":0.4442654145158279,"score_spread":0.231896429510205,"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."}}