{"id":"W2267226972","doi":"","title":"University Image Audit","year":2014,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Corporate Identity and Reputation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reputation; Ranking (information retrieval); Audit; Competitive advantage; Order (exchange); Political science; Accounting; China; Public relations; Business; Marketing; Computer science; Finance; Information retrieval","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":[0.001522926,0.0001954945,0.0003147816,0.0006823963,0.0002617498,0.0005302277,0.0006011502,0.000287019,0.00023458],"category_scores_gemma":[0.0002458249,0.000234997,0.0001411689,0.0002170212,0.0002066223,0.0005345842,0.001859296,0.0009774143,0.0002980308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004370592,"about_ca_system_score_gemma":0.0001956728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007382412,"about_ca_topic_score_gemma":0.00184674,"domain_scores_codex":[0.9983388,0.00005857792,0.0002942749,0.0006258752,0.0002050023,0.0004774275],"domain_scores_gemma":[0.9988186,0.0001108353,0.0002843027,0.0005416413,0.0002207709,0.00002389035],"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":[0.001004526,0.0008617829,0.07203493,0.005703818,0.0004929891,0.0008317538,0.0002800033,0.1456935,0.0006185431,0.06050375,0.01934679,0.6926275],"study_design_scores_gemma":[0.001231126,0.00002034105,0.07129133,0.0004351235,0.00005157507,0.000003592917,0.0007690894,0.07851227,0.00001716093,0.04965144,0.7969847,0.001032241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6079602,0.00001823756,0.00004986244,0.001088706,0.001002123,0.0005532615,0.00001053999,0.000107635,0.3892094],"genre_scores_gemma":[0.9875747,0.001053196,0.000363793,0.000201482,0.002085401,0.00001288946,0.0001932208,0.00005424188,0.00846109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7776379,"threshold_uncertainty_score":0.9582898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447865708580218,"score_gpt":0.2560095363410078,"score_spread":0.2315308792552056,"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."}}