{"id":"W7027795412","doi":"","title":"Developing and Implementing Effective Faculty Review Processes for Enhanced Performance in Higher Education","year":2024,"lang":"en","type":"article","venue":"ScholarWorks (Walden University)","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Excellence; Stakeholder; Thematic analysis; Transparency (behavior); Faculty development; Quality (philosophy); Grounded theory","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004520922,0.000121949,0.0002065764,0.0001773715,0.0007108004,0.00003417187,0.0001191801,0.0001216921,0.00005503352],"category_scores_gemma":[0.0001165313,0.0001236086,0.0000332585,0.0007485446,0.00002447483,0.0006804519,0.0001032858,0.0004379452,0.00001378383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003621101,"about_ca_system_score_gemma":0.0006226745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005475832,"about_ca_topic_score_gemma":0.0002962131,"domain_scores_codex":[0.9989816,0.0001395495,0.0001787415,0.0002897498,0.00008393904,0.0003264086],"domain_scores_gemma":[0.9992924,0.0002474292,0.00008219022,0.00008030854,0.0002445507,0.00005315753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001887297,0.00012713,0.2886823,0.1389361,0.0003726768,0.00002510043,0.08256734,0.000004426681,0.0004833584,0.08206294,0.007684822,0.3988651],"study_design_scores_gemma":[0.0008267477,0.000061525,0.06256375,0.04143005,0.0001763549,6.63358e-7,0.02222698,0.00001222997,0.0003054203,0.001288784,0.8705926,0.0005148951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319158,0.03093846,0.001873501,0.003118776,0.001135258,0.00353708,0.00002274702,0.0002562616,0.02720215],"genre_scores_gemma":[0.9719106,0.008456665,0.0008303793,0.001107201,0.0002782,0.00008792909,0.00007193418,0.00002371108,0.01723338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8629078,"threshold_uncertainty_score":0.5466974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06433741424014378,"score_gpt":0.4099118942950953,"score_spread":0.3455744800549515,"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."}}