{"id":"W4299636142","doi":"","title":"Tertiary education ratings - an answer whose time has come","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, Management, Technology, Human Resources","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Computer science; Mathematics education; Psychology; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02182696,0.0006349363,0.0007092059,0.001304332,0.001112565,0.003669452,0.006833859,0.0008516212,0.002621278],"category_scores_gemma":[0.01177623,0.0006267687,0.0003214913,0.001081726,0.001262092,0.0007589452,0.003377435,0.001785181,0.001007268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188387,"about_ca_system_score_gemma":0.00105931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001504396,"about_ca_topic_score_gemma":0.003614861,"domain_scores_codex":[0.986064,0.007948008,0.001563684,0.00214789,0.001653175,0.0006232953],"domain_scores_gemma":[0.9812847,0.003194005,0.001931291,0.007861016,0.005331504,0.0003974815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003270266,0.00684876,0.05655607,0.0002492799,0.0002686922,0.000008983698,0.05717766,0.000141761,0.0140261,0.1316616,0.1500008,0.5830276],"study_design_scores_gemma":[0.0009095257,0.00000303637,0.1263037,0.001694179,0.0002028149,0.00003506201,0.003600269,0.0197572,0.02082232,0.2519376,0.5724232,0.002311106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8642247,0.000767641,0.01771819,0.05242608,0.001594004,0.001424505,0.00007512225,0.0009236628,0.06084608],"genre_scores_gemma":[0.8787237,0.00009788854,0.05135447,0.0008291922,0.0001914968,0.0003083247,0.0009805517,0.0001163894,0.06739799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5807165,"threshold_uncertainty_score":0.9997706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03951822734925767,"score_gpt":0.3142303128196579,"score_spread":0.2747120854704003,"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."}}