{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007258227,0.001164952,0.001427376,0.003271099,0.002438125,0.005033066,0.003057398,0.001805165,0.4889593],"category_scores_gemma":[0.04765964,0.0004644587,0.0007463073,0.003013087,0.001152012,0.003153507,0.005533771,0.003928348,0.4143482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236222,"about_ca_system_score_gemma":0.005627663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002839219,"about_ca_topic_score_gemma":0.003749006,"domain_scores_codex":[0.9913346,0.002006199,0.0007334396,0.001174383,0.004290006,0.0004613746],"domain_scores_gemma":[0.9590641,0.006389012,0.001476323,0.003905525,0.02434296,0.004822023],"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":[0.00004722325,0.00001388406,0.0002534687,0.0003063166,0.00000531742,0.0001531381,0.0006442947,0.00004802179,0.0003648563,0.006734054,0.9633682,0.02806118],"study_design_scores_gemma":[0.000004582816,0.000003712647,0.0001375273,0.000123661,0.000002436042,0.00009748402,0.0002526887,0.00002268287,0.00006706774,0.001074342,0.9982094,0.000004327236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002788434,0.01094012,0.03143471,0.1071591,0.129635,0.001983771,0.07471906,0.00848692,0.6328529],"genre_scores_gemma":[0.01479806,0.00513419,0.02020342,0.02991947,0.01090636,0.00215252,0.05420312,0.008069467,0.8546135],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5110407,"threshold_uncertainty_score":0.7289375,"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."}}