{"id":"W4385249086","doi":"10.1108/s1479-368720230000043026","title":"Afterword","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in research on teaching","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yearbook; Publishing; Emerald; History; Library science; Citation; Prospectus; Art history; Media studies; Political science; Law; Sociology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00232292,0.0001820713,0.0002100598,0.0005144832,0.0002018927,0.0003373097,0.001463832,0.0001428401,0.00003619931],"category_scores_gemma":[0.0003700764,0.000175144,0.00009819447,0.0001590488,0.0001255968,0.0008471326,0.0005434046,0.002273615,0.001531107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611081,"about_ca_system_score_gemma":0.0001745722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008734534,"about_ca_topic_score_gemma":0.00002733519,"domain_scores_codex":[0.9974641,0.0001137933,0.0002543594,0.0006312646,0.001060435,0.0004760754],"domain_scores_gemma":[0.9980407,0.0009400622,0.00006214432,0.0007527111,0.00007753607,0.0001268521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001795504,0.00001719225,0.000005273936,0.00002008062,0.000003235398,0.0000240648,0.0004749192,0.00003036252,2.898521e-7,0.7386112,0.003076463,0.2577351],"study_design_scores_gemma":[0.00006560664,0.00006497316,0.0000223507,0.0003334054,3.004301e-7,9.990766e-7,0.00008656571,0.0002688059,0.000002263415,0.3034863,0.6955112,0.0001572231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002095734,0.0006637441,0.001809325,0.001289638,0.0006798243,0.000196506,0.000004011537,0.0001966186,0.9951394],"genre_scores_gemma":[0.008463583,0.002100579,0.002277717,0.0003928471,0.0002074944,0.00004513979,0.000009885485,0.00004898879,0.9864538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6924347,"threshold_uncertainty_score":0.9992463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1933134909066622,"score_gpt":0.4837798947756906,"score_spread":0.2904664038690283,"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."}}