{"id":"W4391193478","doi":"10.1515/9783839470268-001","title":"Acknowledgements","year":2024,"lang":"en","type":"book-chapter","venue":"transcript Verlag eBooks","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001002218,0.0003505702,0.0002744701,0.0001190819,0.00007756738,0.0004623361,0.00103632,0.000246317,0.001343289],"category_scores_gemma":[0.000003847797,0.0003444285,0.0003890183,0.00002423549,0.00009294845,0.0001676238,0.0001063985,0.0003999061,0.01569204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001015479,"about_ca_system_score_gemma":0.0002262184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.731927e-7,"about_ca_topic_score_gemma":0.000007619031,"domain_scores_codex":[0.998443,0.000005294169,0.0003019657,0.0006005834,0.0003782852,0.0002708691],"domain_scores_gemma":[0.998894,0.00001676489,0.00005350166,0.0007051622,0.000162257,0.0001683451],"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":[0.000001110292,0.00001172494,8.716802e-8,0.00009619682,0.00008707341,0.00001377302,0.001694204,1.074848e-7,0.00002297884,0.844345,0.1264179,0.02730988],"study_design_scores_gemma":[0.0001129151,0.00003293298,0.000001324216,0.0001455919,0.0000342589,0.000003299331,0.00001167699,0.00005412176,0.00006491138,0.1500217,0.8492115,0.0003058086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002986495,0.0007205816,0.003283015,0.0002338289,0.005260121,0.0002293452,0.00002288234,0.0005135465,0.9897337],"genre_scores_gemma":[0.0006186966,0.00002806962,0.000749757,0.0008848627,0.0002670317,0.00001563216,0.00001330804,0.00005788738,0.9973648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7227935,"threshold_uncertainty_score":0.9999008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630251376485006,"score_gpt":0.2467004279552788,"score_spread":0.2203979141904288,"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."}}