{"id":"W2595010161","doi":"10.1080/1360080x.2017.1298201","title":"Analysis of academic administrators’ attitudes: annual evaluations and factors that improve teaching","year":2017,"lang":"en","type":"article","venue":"Journal of Higher Education Policy and Management","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Process (computing); Path analysis (statistics); Accountability; Perception; Higher education; Skepticism; Quality (philosophy); Psychology; Public relations; Medical education; Mathematics education; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00275514,0.00008198642,0.0001900274,0.0005477479,0.0008042395,0.0001779037,0.0002866978,0.00005972768,0.00006703237],"category_scores_gemma":[0.0007377728,0.00007178302,0.00007234239,0.0001154291,0.0001754592,0.001126074,0.00006709987,0.0002159226,6.495709e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009914432,"about_ca_system_score_gemma":0.000343565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001721535,"about_ca_topic_score_gemma":0.0001533414,"domain_scores_codex":[0.9986187,0.0002999588,0.0003331043,0.0001192042,0.0005113594,0.0001176369],"domain_scores_gemma":[0.9979715,0.0002242995,0.001332233,0.000182523,0.0001613512,0.0001281169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002535419,0.0003321291,0.5224348,0.00008449341,0.002229298,7.0376e-7,0.03727676,0.00003132132,0.00007268894,0.3939041,0.00341109,0.04019718],"study_design_scores_gemma":[0.000151732,0.00004383516,0.8957462,0.00003704077,0.00114127,3.889218e-7,0.00692687,0.000006646859,0.00001015634,0.00136556,0.09450097,0.00006926982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955758,0.0005124816,0.00005714503,0.02818212,0.00058345,0.0001854397,0.00001019041,0.000007441116,0.01470369],"genre_scores_gemma":[0.9918939,0.0008464137,0.0005888665,0.0002534477,0.000290788,0.000004048838,0.000001829811,0.000004511295,0.006116218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3925386,"threshold_uncertainty_score":0.6185641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375448952808351,"score_gpt":0.5413134513826475,"score_spread":0.4037685561018124,"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."}}