{"id":"W1972905857","doi":"10.1080/13583883.2002.9967080","title":"Institutional image and retention","year":2002,"lang":"en","type":"article","venue":"Tertiary Education and Management","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":122,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Institution; Higher education; Image (mathematics); Public relations; Sociology; Marketing; Psychology; Political science; Business; Social science; Computer science; Law","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":[0.000232276,0.0001283601,0.00007646805,0.0003153972,0.0002491211,0.0003150176,0.00008143469,0.00002747148,0.0007152343],"category_scores_gemma":[0.00002039519,0.0001287242,0.00002286096,0.0001815172,0.00006209265,0.001001014,0.0001437004,0.00004981279,0.0002038064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002246347,"about_ca_system_score_gemma":0.000003962532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006829315,"about_ca_topic_score_gemma":0.000009289532,"domain_scores_codex":[0.9992417,0.000009104979,0.0001714905,0.0002822625,0.0001417889,0.0001536654],"domain_scores_gemma":[0.9996814,0.000007840399,0.00008871998,0.0001557019,0.00004747564,0.00001882449],"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":[0.00001162037,0.0004554442,0.01061181,0.001091665,0.00004602335,0.000003114787,0.0001580155,8.952945e-7,0.0001165365,0.2956364,0.2842095,0.4076589],"study_design_scores_gemma":[0.0003793032,0.00000479026,0.2269282,0.00008649936,0.0001023376,0.000004701105,0.0004967755,0.002312197,0.000004464187,0.004740393,0.7646902,0.0002501662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3223022,0.0009557128,0.0009638714,0.01620197,0.001919112,0.0009581494,8.499252e-7,0.0003177614,0.6563804],"genre_scores_gemma":[0.97331,0.000820664,0.001672229,0.006452039,0.0006846188,0.0001302292,0.00006294053,0.00001686029,0.01685041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6510078,"threshold_uncertainty_score":0.7831314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291978545897384,"score_gpt":0.2154880066155381,"score_spread":0.2025682211565642,"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."}}