{"id":"W2386150667","doi":"","title":"Study on Problems and Countermeasures of the Cultivation of Arts Graduate","year":2008,"lang":"en","type":"article","venue":"","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Liberal arts education; The arts; Reading (process); Quality (philosophy); Sociology; Arts in education; Atmosphere (unit); Political science; Higher education; Law; Philosophy; Geography; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001066738,0.00002868874,0.00004662308,0.00002953138,0.00004595345,0.000001856141,0.0001780941,0.00001591479,0.000001157907],"category_scores_gemma":[0.00002534054,0.00001711791,0.000009124048,0.0001000513,0.0000773081,0.00004911934,0.00003860936,0.00003903136,8.009771e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002748377,"about_ca_system_score_gemma":0.00002455513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000294461,"about_ca_topic_score_gemma":0.00001267062,"domain_scores_codex":[0.9996635,0.00002100737,0.00008528828,0.00007757152,0.0001185944,0.00003407133],"domain_scores_gemma":[0.9996593,0.00003966604,0.00005358176,0.0001781829,0.00006380655,0.000005486656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005707341,0.0008138033,0.7929309,0.00001423229,0.00002869084,7.067737e-7,0.01554393,0.00005960333,0.003593559,0.1835722,0.001100565,0.002336142],"study_design_scores_gemma":[0.0001038137,0.0001238509,0.9843286,0.00000854358,0.000001189128,0.000007088631,0.0001984265,0.00007998717,0.01059222,0.004472706,0.00006071292,0.00002289359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961536,0.00001099981,0.001373734,0.001214151,0.00005840091,0.0001189639,2.573009e-7,0.0000138283,0.001056088],"genre_scores_gemma":[0.9994196,0.000004710848,0.0003282554,0.00005378079,0.000003605233,0.000005093261,9.181888e-8,7.73999e-7,0.0001841053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913977,"threshold_uncertainty_score":0.06980482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2249836952347838,"score_gpt":0.333714021089821,"score_spread":0.1087303258550373,"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."}}