{"id":"W4238187906","doi":"10.5325/jgeneeduc.69.1-2.0117","title":"Review","year":2020,"lang":"en","type":"article","venue":"The Journal of General Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arts; Liberal arts education; Realm; Sociology; Law; Art history; Visual arts; Political science; History; Art; Higher education","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":[],"consensus_categories":[],"category_scores_codex":[0.000299294,0.00003635046,0.0000681233,0.000009893562,0.00003731231,0.00004296652,0.0005229409,0.000008797794,0.00002231072],"category_scores_gemma":[0.0001067121,0.00002207488,0.00005532544,0.0002196008,0.00001195502,0.0003380291,0.00002741416,0.00008117869,0.0000317426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001913371,"about_ca_system_score_gemma":0.0004992146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002867505,"about_ca_topic_score_gemma":8.027317e-8,"domain_scores_codex":[0.99955,0.00005607832,0.0001803115,0.00003736748,0.0001257235,0.00005051295],"domain_scores_gemma":[0.9994206,0.00001816166,0.0001745597,0.0001200638,0.0001807029,0.00008585308],"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":[0.000001355046,0.00004924565,0.000015527,0.00004708982,0.00000770469,7.679714e-8,0.002710847,0.00001901789,0.0003100293,0.00822098,0.8865435,0.1020746],"study_design_scores_gemma":[0.0001094511,0.0001287702,0.00116796,0.0002398578,0.00003027562,0.0001029993,0.0004214981,0.0008769851,0.0006664396,0.002867416,0.9932814,0.0001069575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03775637,0.08476093,0.07614424,0.7786494,0.003655434,0.0002698669,5.042093e-7,0.00004179488,0.01872149],"genre_scores_gemma":[0.4712044,0.0335094,0.03471171,0.4549447,0.00275385,0.000004488996,0.000002342012,0.00001337589,0.002855724],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.433448,"threshold_uncertainty_score":0.09717631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127568744347858,"score_gpt":0.3128942027816439,"score_spread":0.2816185153381653,"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."}}