{"id":"W4399375802","doi":"10.1109/iciet60671.2024.10542813","title":"Preface","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Engineering; Political science; Management; Engineering physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00005478854,0.00002370819,0.00001612533,0.00005914776,0.0000147565,0.0000965791,0.0003217873,0.00001243685,0.00003734155],"category_scores_gemma":[0.00002075492,0.00001746111,0.000007231251,0.0004564455,0.00001395081,0.000227593,0.00009727468,0.00004184833,0.0005637161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001541296,"about_ca_system_score_gemma":0.00004316558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001399936,"about_ca_topic_score_gemma":1.702509e-7,"domain_scores_codex":[0.9997445,0.000002546005,0.00003419317,0.0001066787,0.00005775161,0.00005436683],"domain_scores_gemma":[0.9997888,0.00003072661,0.000002698056,0.0001491358,0.00002405173,0.000004643908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[1.476131e-8,0.000002223383,0.00001396073,0.000001838314,0.00000157768,0.000001019331,0.00004928949,5.245445e-7,0.000408131,0.9451004,0.03090328,0.02351779],"study_design_scores_gemma":[0.00001271244,0.00001723996,0.001753711,0.00001102601,3.58965e-7,0.00001138013,0.00004340509,0.01291061,0.04465387,0.4727747,0.4677195,0.00009153182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003020527,0.0001703452,0.8701854,0.02341055,0.0006509755,0.0000280915,1.374614e-7,0.001660538,0.1008734],"genre_scores_gemma":[0.8097287,0.00000191593,0.1762045,0.0002367685,0.00002707592,0.000007626618,1.823612e-7,0.000001650828,0.01379165],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8067082,"threshold_uncertainty_score":0.7245618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826617051178274,"score_gpt":0.2948314261258468,"score_spread":0.276565255614064,"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."}}