{"id":"W7045134866","doi":"","title":"Accreditation of Higher Education in the UK: The rise of PSRBs &amp; potential influences","year":2019,"lang":"en","type":"other","venue":"Bournemouth University Research Online (Bournemouth University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Times Higher Education","keywords":"Accreditation; Higher education; Collation; Agency (philosophy); Statutory law; Set (abstract data type); Quarter (Canadian coin); Data collection","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002625806,0.0006798937,0.001006045,0.008420454,0.0004839093,0.00009844832,0.005164084,0.0008922024,0.002551176],"category_scores_gemma":[0.0003405591,0.0005680825,0.0005370372,0.007687678,0.002335737,0.000438085,0.001036789,0.002558959,0.0005168291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007448119,"about_ca_system_score_gemma":0.005252849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01599677,"about_ca_topic_score_gemma":0.008851256,"domain_scores_codex":[0.9904771,0.00384943,0.0006395412,0.001023612,0.002867799,0.001142461],"domain_scores_gemma":[0.9938306,0.0007492708,0.00156557,0.00205546,0.001513928,0.0002851787],"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":[0.003419542,0.003718952,0.0188641,0.001027638,0.001072043,0.0002766161,0.008422859,0.0007895408,0.001411469,0.0324649,0.9259762,0.002556192],"study_design_scores_gemma":[0.003055897,0.0002354492,0.03311498,0.0009462286,0.0004747002,0.00001243452,0.04902695,0.00004892677,0.00001692575,0.0001651579,0.9122624,0.0006398932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2258163,0.001537207,0.00006220018,0.002455689,0.001046857,0.004427308,0.005212847,0.0002130443,0.7592286],"genre_scores_gemma":[0.162092,0.0006052791,0.000492398,0.00003168441,0.0004592786,6.555584e-7,0.0005163612,0.0002728296,0.8355296],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07630099,"threshold_uncertainty_score":0.9997422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06125882938679637,"score_gpt":0.3498176965458931,"score_spread":0.2885588671590967,"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."}}