{"id":"W2073369116","doi":"10.3366/olr.2006.002","title":"Transparent Universities, Foreign Bodies","year":2006,"lang":"en","type":"article","venue":"Oxford Literary Review","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foreign Bodies; Business; Medicine; Surgery","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":[0.004885858,0.0002824687,0.000347691,0.001430731,0.00432691,0.01342384,0.0005254008,0.003183503,0.01197786],"category_scores_gemma":[0.01615068,0.0001724419,0.0002054648,0.002484389,0.01164121,0.01120825,0.005007986,0.003372462,0.001833322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004554544,"about_ca_system_score_gemma":0.006410572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705029,"about_ca_topic_score_gemma":0.004279009,"domain_scores_codex":[0.995082,0.002582106,0.0001716739,0.0005741335,0.001031341,0.0005587679],"domain_scores_gemma":[0.9945118,0.002281737,0.0007483326,0.001014411,0.0008340539,0.0006096208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008149149,0.000003466521,0.0001540619,0.00006726672,0.000001968824,0.00005176174,0.002211341,0.00004440127,0.00002158018,0.9683399,0.01918514,0.009911133],"study_design_scores_gemma":[0.000007952634,0.00001105703,0.0006409521,0.0004235928,0.000005093356,0.0001771803,0.004187405,0.00006061009,0.00008650638,0.1689849,0.8254073,0.000007354718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01514842,0.06940508,0.003831165,0.1096181,0.005909385,0.00003094436,0.0001162466,0.00007934921,0.7958613],"genre_scores_gemma":[0.7528114,0.02892074,0.001621622,0.02242182,0.003345579,0.00007368093,0.0001047197,0.0001139893,0.1905865],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01342384,"threshold_uncertainty_score":0.04006988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467028060243184,"score_gpt":0.3048354645576322,"score_spread":0.2801651839552004,"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."}}