{"id":"W1857529886","doi":"10.3138/topia.25.258","title":"Report Card on Higher Education","year":2011,"lang":"en","type":"article","venue":"TOPIA Canadian Journal of Cultural Studies","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002621004,0.00006378056,0.0001468887,0.00006625674,0.0003913143,0.00004097778,0.0001235295,0.00003580777,0.0002730621],"category_scores_gemma":[0.0001987076,0.00004428698,0.00006720096,0.0001220944,0.0001586082,0.0001536509,0.000003241949,0.00007131732,0.00002827945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002810163,"about_ca_system_score_gemma":0.001295696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.23503,"about_ca_topic_score_gemma":0.1492345,"domain_scores_codex":[0.9993019,0.00006532391,0.000234404,0.00005577411,0.0001668073,0.0001758538],"domain_scores_gemma":[0.9987715,0.00001529367,0.0002017375,0.00006347387,0.0006588318,0.0002892038],"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":[0.000005457773,0.0000209177,0.03547304,0.000009250014,0.0001420471,0.00005285065,0.2505329,0.000001030565,0.000003942991,0.2639176,0.4470459,0.002795026],"study_design_scores_gemma":[0.00003209297,0.00003475043,0.06071281,0.00004260932,0.00001407575,0.00002949056,0.04414778,2.055218e-9,0.00001198112,0.001113093,0.8938031,0.0000581992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5602364,0.003388079,6.874463e-8,0.00948953,0.006123564,0.00007028205,0.000001938826,0.000005887546,0.4206842],"genre_scores_gemma":[0.9414281,0.0001150248,0.0000426249,0.0006036357,0.001223756,0.000002529614,3.925101e-7,0.000002454804,0.05658149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4467572,"threshold_uncertainty_score":0.8662898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614422481279511,"score_gpt":0.3950922306041759,"score_spread":0.2336499824762248,"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."}}