{"id":"W3196707351","doi":"10.3138/seminar.57.3.forum002","title":"DDGC and Digital Misfit Archives","year":2021,"lang":"en","type":"article","venue":"Seminar A Journal of Germanic Studies","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"German; Diversity (politics); Perspective (graphical); Digital Archives; Sociology; Media studies; Curriculum; Library science; Political science; Visual arts; History; Pedagogy; Computer science; Art; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001369181,0.00005682723,0.0001550707,0.00003314354,0.0002673912,0.00006016608,0.00008247025,0.00001975634,0.00001750943],"category_scores_gemma":[0.0003654648,0.00003838551,0.00007307206,0.00009450768,0.0003282239,0.0001639013,0.0000596561,0.00007930488,0.000004117761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003325158,"about_ca_system_score_gemma":0.0001859332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001447736,"about_ca_topic_score_gemma":0.00002889565,"domain_scores_codex":[0.9993848,0.00002600248,0.0001763622,0.00005867915,0.0002054769,0.0001486314],"domain_scores_gemma":[0.9994264,0.0001593116,0.000117942,0.00004169374,0.0001692547,0.00008540283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009313341,0.0004652373,0.01418358,0.000172143,0.001684349,0.0004506181,0.5176992,0.000009512631,0.001459318,0.08559915,0.1885139,0.1896698],"study_design_scores_gemma":[0.0002776925,0.0001051951,0.014756,0.0002433594,0.00005581521,0.0003597483,0.2699152,0.000001219708,0.0001942844,0.02572182,0.6882244,0.0001453295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8494573,0.08810442,0.000005475295,0.01787242,0.0007910876,0.00004099595,0.000006696475,0.000007166845,0.04371443],"genre_scores_gemma":[0.964508,0.02144108,0.0001322047,0.000290235,0.0007217019,5.863715e-7,4.812509e-7,0.000004102283,0.01290161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4997105,"threshold_uncertainty_score":0.2056584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02856451925124628,"score_gpt":0.3755000914832539,"score_spread":0.3469355722320076,"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."}}