{"id":"W4321456364","doi":"10.4337/9781035307173","title":"Assessing the Contributions of Higher Education","year":2023,"lang":"en","type":"book","venue":"Edward Elgar Publishing eBooks","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Economic and Social Research Council; Peking University; Lunds Universitet; University of Oxford; University College London; McGill University; University of Arizona; Johns Hopkins University; Tsinghua University; American Educational Research Association","keywords":"Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00164031,0.0004014843,0.0003765219,0.003132042,0.0005159361,0.002807378,0.000515194,0.0004330146,0.04421163],"category_scores_gemma":[0.005958826,0.000227864,0.0001861375,0.002605731,0.0005516068,0.002394381,0.001300839,0.0005806753,0.01259801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008369137,"about_ca_system_score_gemma":0.0009543984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723406,"about_ca_topic_score_gemma":0.009271933,"domain_scores_codex":[0.9986344,0.0002601068,0.00004529506,0.00005755855,0.000957917,0.00004470319],"domain_scores_gemma":[0.996417,0.002246814,0.0001379593,0.0001898519,0.0007500494,0.0002584301],"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":[0.00005465954,0.00007176259,0.01074457,0.0002173627,0.00001826223,0.0001077833,0.001390407,0.0006703234,0.001280678,0.01697842,0.08853256,0.8799333],"study_design_scores_gemma":[0.0000171227,0.0002741328,0.09326704,0.001029446,0.0000562467,0.0007711213,0.01164313,0.002441134,0.004607967,0.06770238,0.8181399,0.00005041734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03014763,0.009312837,0.01081276,0.001862561,0.0006191804,0.00009995962,0.001079753,0.0004196666,0.9456456],"genre_scores_gemma":[0.1732775,0.01195743,0.02646031,0.0002786827,0.0002398318,0.0001023817,0.001540236,0.0002229041,0.7859208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04421163,"threshold_uncertainty_score":0.1479026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05433440762211042,"score_gpt":0.4084712759869555,"score_spread":0.3541368683648451,"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."}}