{"id":"W7133076937","doi":"","title":"Student satisfaction as a managed outcome: relationship with other key performance indicators and expenditure and revenue allocations in Ontario&apos;s colleges of applied arts and technology","year":2007,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Accountability; Performance indicator; Government (linguistics); Trend analysis; Higher education; Key (lock); Positive correlation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349881,0.0001466697,0.0002790946,0.000952891,0.0009469236,0.001734182,0.0003927641,0.0003127538,0.00252768],"category_scores_gemma":[0.006812234,0.0001122676,0.0004228484,0.002887911,0.000943262,0.0003627316,0.0006945176,0.0006537479,0.0002427401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006219904,"about_ca_system_score_gemma":0.007389078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5122222,"about_ca_topic_score_gemma":0.5321354,"domain_scores_codex":[0.9984112,0.0002532254,0.0001203163,0.0001174629,0.0007706934,0.0003270936],"domain_scores_gemma":[0.9886718,0.001298169,0.004444332,0.0002050289,0.002978277,0.002402415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004638122,0.00005664015,0.9953901,0.000009570365,0.00001347684,0.00001915186,0.0005382035,0.00006602854,0.00004289272,0.00007256091,0.0002548288,0.003490084],"study_design_scores_gemma":[0.000001130411,0.00003098844,0.9990074,0.000004509391,0.000003530272,0.000005866302,0.0005254264,0.0001125692,0.00002226734,0.00001356977,0.0002703686,0.000002401726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967528,0.00008145388,0.00007576468,0.0003067867,0.000005796492,0.00001222414,0.000296993,0.000005117196,0.002463104],"genre_scores_gemma":[0.9988995,0.00004281161,0.00002965915,0.00001966503,0.000004503467,0.000005456283,0.0001633423,0.000001949692,0.0008330645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4877778,"threshold_uncertainty_score":0.9813009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252785124072437,"score_gpt":0.4266269371238486,"score_spread":0.3940990858831243,"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."}}