{"id":"W4245661495","doi":"10.1007/978-1-349-94186-5_1024","title":"Seoul National University","year":2018,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Arts and Humanities Research Council; Department of Science and Technology, Ministry of Science and Technology, India; Science and Engineering Research Board; Savoy Foundation; Society of Architectural Historians; Samuel H. Kress Foundation","keywords":"History","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000212915,0.0002423877,0.0001934259,0.0003155207,0.0002162155,0.00009386057,0.0009273294,0.0002007885,0.002569694],"category_scores_gemma":[0.00002621859,0.000268534,0.0002589177,0.00002790112,0.0001427758,0.000001364967,0.0002791271,0.0002903908,0.00216207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160599,"about_ca_system_score_gemma":0.0002760854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573991,"about_ca_topic_score_gemma":0.00004026116,"domain_scores_codex":[0.9986507,0.00004184056,0.0002104171,0.0004795548,0.0004103071,0.000207149],"domain_scores_gemma":[0.9986609,0.0000752137,0.0002133862,0.0005122971,0.0003981751,0.0001400278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000211325,3.776247e-7,0.0000234259,0.000009928433,0.00005398771,0.00001101491,0.0003596444,5.68683e-7,0.000003684369,0.9960918,0.001934723,0.001508739],"study_design_scores_gemma":[0.0001449241,0.00005619703,0.0003064199,0.00008458905,0.00001532602,0.00002520249,0.00002168302,0.0001672411,0.00001160198,0.7674608,0.2314051,0.0003009908],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00001940696,0.00006151074,0.009287367,0.0002674301,0.0006865706,0.0001337179,0.00003007787,0.0001933964,0.9893205],"genre_scores_gemma":[0.6754431,0.000008930113,0.003684316,0.0003490155,0.0003475717,0.000001570429,0.00003524419,0.00002460527,0.3201057],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6754237,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085395279729538,"score_gpt":0.2571024111102824,"score_spread":0.226248458312987,"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."}}