{"id":"W253182028","doi":"","title":"Introduction to Themed PHE Issue on Accreditation in Higher Education: The Changing Role of the Federal Government in Regulating How Colleges and Universities Transparently Demonstrate Student Learning Outcomes Is the Reason for This Themed Issue of Planning","year":2012,"lang":"en","type":"article","venue":"Planning for higher education","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Higher education; Political science; Excellence; Government (linguistics); Commission; Public administration; Agency (philosophy); Public relations; Sociology; Law; Social science","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":[0.00331301,0.001424305,0.001018913,0.001781867,0.003453328,0.008421085,0.002317254,0.009301774,0.08741499],"category_scores_gemma":[0.01220368,0.0007020232,0.001317187,0.001375913,0.003106671,0.007159876,0.004478873,0.01418784,0.03408026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003691511,"about_ca_system_score_gemma":0.004733151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002967362,"about_ca_topic_score_gemma":0.005360984,"domain_scores_codex":[0.9964951,0.0007088138,0.0002098918,0.0005576324,0.001655605,0.0003730527],"domain_scores_gemma":[0.9885267,0.004765886,0.0007654044,0.0004631002,0.003423062,0.002055884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004608651,0.000009279902,0.00003025959,0.00005507,9.95077e-7,0.00001424248,0.00004543715,0.00002023755,0.00003693648,0.001491378,0.9927891,0.005502491],"study_design_scores_gemma":[0.000004686306,0.00001410694,0.0001963509,0.0001784358,0.000001299076,0.00003236534,0.0001133316,0.00003486024,0.00002118648,0.001959279,0.9974365,0.000007713556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000301403,0.01062054,0.002054993,0.3710964,0.55035,0.00022265,0.0007419467,0.0003331701,0.0642789],"genre_scores_gemma":[0.00470209,0.01209587,0.001904252,0.2307069,0.5468258,0.0004015813,0.0008985293,0.0005717951,0.2018932],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08741499,"threshold_uncertainty_score":0.2924323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07349526894029576,"score_gpt":0.3980030183723967,"score_spread":0.3245077494321009,"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."}}