{"id":"W1527916548","doi":"","title":"Introduction to Themed PHE Issue on Accreditation in Higher Education","year":2012,"lang":"en","type":"article","venue":"Planning for higher education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Higher education; Excellence; Political science; Government (linguistics); Agency (philosophy); Public administration; Public relations; Sociology; Law","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":[0.005702451,0.001689647,0.00140806,0.002731242,0.003938562,0.0100321,0.0029664,0.01423329,0.09108273],"category_scores_gemma":[0.01974463,0.0008494581,0.001621162,0.001995914,0.003229496,0.007969693,0.005157683,0.01640151,0.04024872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004415881,"about_ca_system_score_gemma":0.005768535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002528637,"about_ca_topic_score_gemma":0.004929225,"domain_scores_codex":[0.9929103,0.001297366,0.0004824614,0.0009401891,0.003760214,0.0006095104],"domain_scores_gemma":[0.979355,0.008734553,0.001346338,0.0008298929,0.00633719,0.003396963],"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":[0.000004929773,0.0000116128,0.00002718791,0.00006320251,0.000001242862,0.00001502155,0.00002692262,0.00001729811,0.00003436743,0.001275649,0.9922626,0.006259881],"study_design_scores_gemma":[0.00000573856,0.00001702646,0.0002181103,0.0002692851,0.000001711001,0.0000383892,0.00007194915,0.00003587007,0.00002107991,0.00210811,0.9972039,0.00000878021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001646169,0.0115239,0.001355815,0.2735803,0.6654216,0.0001909737,0.0004758229,0.0002256026,0.04706146],"genre_scores_gemma":[0.002187296,0.009825128,0.001044259,0.187588,0.6771298,0.0002683283,0.0004899239,0.0003400936,0.1211272],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09108273,"threshold_uncertainty_score":0.304702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966050919505851,"score_gpt":0.385726278303597,"score_spread":0.3360657691085385,"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."}}