{"id":"W4404955744","doi":"10.1109/sccc63879.2024.10767580","title":"Foreword","year":2024,"lang":"en","type":"article","venue":"","topic":"E-Learning and Knowledge Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000106793,0.00003240647,0.0000258956,0.0000470488,0.00002458196,0.0001445773,0.0002569563,0.000009375807,0.00007720692],"category_scores_gemma":[0.000005013549,0.00002397839,0.00002305351,0.0001882867,0.00000859161,0.0001160733,0.0001577336,0.0000443758,0.002227811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008474953,"about_ca_system_score_gemma":0.000008607511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005108489,"about_ca_topic_score_gemma":0.000004654941,"domain_scores_codex":[0.9996601,0.000007889058,0.00004081226,0.0001412671,0.00006282097,0.00008710128],"domain_scores_gemma":[0.9997787,0.00002161214,0.0000025891,0.0001677451,0.000007264001,0.00002211836],"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":[4.785122e-8,0.000002744988,0.00001477667,0.00000789714,0.000003462442,0.000008830153,0.000103395,0.00000509451,0.000003292704,0.7562884,0.03572913,0.2078329],"study_design_scores_gemma":[0.00001934746,0.00001922366,0.0001220997,0.00001481809,0.00000131166,0.000002294106,0.00001781905,0.3496292,0.0001163435,0.008790041,0.6412129,0.00005459759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001731696,0.0002263519,0.6648718,0.002209881,0.0004260321,0.00001712103,4.052955e-8,0.0005234619,0.3315522],"genre_scores_gemma":[0.7912707,0.000005679014,0.02797328,0.0002586455,0.00007554959,0.000004476289,2.067884e-7,0.000003614378,0.1804078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7910976,"threshold_uncertainty_score":0.998549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121995988047175,"score_gpt":0.2456986258670836,"score_spread":0.2334990270623661,"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."}}