{"id":"W2911613139","doi":"10.5539/ijel.v9n2p52","title":"Evaluating the English Proficiency of Faculty Members of a Higher Education Institution: Using Results to Develop Responsive Professional Development Program","year":2019,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Workforce; Higher education; Medical education; Psychology; Publishing; Tertiary institution; Professional development; Academic institution; Faculty development; Pedagogy; Mathematics education; Sociology; Political science; Medicine; Computer science; Library science; Social science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002516298,0.0001112156,0.0001938482,0.0002632593,0.0001564258,0.00005280174,0.0005946077,0.00008796843,0.0001078831],"category_scores_gemma":[0.1540643,0.00008651648,0.00006483016,0.0005580041,0.0001477908,0.00009496362,0.00008268218,0.0002364158,0.00000266699],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709296,"about_ca_system_score_gemma":0.01054309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863346,"about_ca_topic_score_gemma":0.00003637141,"domain_scores_codex":[0.9970451,0.0002482091,0.00103966,0.0001443667,0.001349032,0.000173629],"domain_scores_gemma":[0.9338573,0.0004176767,0.001151975,0.0001198731,0.06433715,0.0001160593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002274764,0.002946842,0.0162249,0.0001466487,0.0004254789,0.00000357892,0.7642044,0.0101243,0.0004735615,0.1348513,0.01080555,0.05751863],"study_design_scores_gemma":[0.0006629307,0.0001662387,0.01183454,0.0004951115,0.00003004477,5.965219e-7,0.01707676,0.0001109108,0.001245173,0.0001578442,0.9680722,0.0001475879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074157,0.00005254545,0.00001253393,0.0002340932,0.04534414,0.0005830369,0.0000261246,0.00001563307,0.04631623],"genre_scores_gemma":[0.9660442,0.000005191302,0.02461965,0.0001845147,0.006152992,0.000009806028,0.00001656862,0.000009102706,0.002957995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9572667,"threshold_uncertainty_score":0.9950662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508440235382063,"score_gpt":0.5434239321087329,"score_spread":0.3925799085705265,"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."}}