{"id":"W2018809597","doi":"10.5430/ijhe.v2n2p147","title":"Faculty Retention in Higher Education","year":2013,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medical education; Mathematics education; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001088396,0.0000880806,0.0001100996,0.0004302948,0.00009524348,0.0002651852,0.0004847965,0.00009185068,0.008096392],"category_scores_gemma":[0.0003372515,0.00008561415,0.00007874241,0.000205584,0.00005692204,0.00240392,0.00002218759,0.0002582335,0.000256229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007269517,"about_ca_system_score_gemma":0.001269249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003672227,"about_ca_topic_score_gemma":0.00009195811,"domain_scores_codex":[0.9978664,0.0003627292,0.0005221472,0.000130353,0.0009845712,0.0001337783],"domain_scores_gemma":[0.9972461,0.0001276329,0.0007895878,0.0000952213,0.001640875,0.0001005922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008244444,0.00261715,0.140198,0.00001653986,0.00015853,0.000002840494,0.01240822,0.0001252908,0.001787337,0.353321,0.2788156,0.210467],"study_design_scores_gemma":[0.0002118868,0.00002189339,0.5395654,0.00008284216,0.00001481409,0.000004912461,0.001360828,0.000003453065,0.00002678328,0.0196576,0.4389638,0.0000857038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6387348,0.0006300068,0.00002597756,0.2164475,0.02514713,0.0003063702,0.000002246475,0.00003038489,0.1186756],"genre_scores_gemma":[0.9306045,0.00004807226,0.001848228,0.001187518,0.002523104,0.00002558856,0.00002964857,0.000009760231,0.06372357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3993674,"threshold_uncertainty_score":0.9928104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1588821819632759,"score_gpt":0.4971406416659125,"score_spread":0.3382584597026366,"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."}}