{"id":"W4411267903","doi":"10.22318/icls2025.253440","title":"Design Future(s) Collective: New Directions for Educational Design Research","year":2025,"lang":"en","type":"article","venue":"Proceedings.","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Deutsche Forschungsgemeinschaft; National Research Foundation; National Science Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09021655,0.001362183,0.002473368,0.004455906,0.006804076,0.03110633,0.004336448,0.01065142,0.02018102],"category_scores_gemma":[0.04852216,0.00136498,0.002089187,0.00330324,0.04112537,0.07009126,0.01151146,0.01526683,0.002618781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01329441,"about_ca_system_score_gemma":0.01789829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002595911,"about_ca_topic_score_gemma":0.002961309,"domain_scores_codex":[0.9393497,0.0481749,0.001997512,0.003394248,0.005569452,0.001514292],"domain_scores_gemma":[0.8862621,0.08081637,0.002254983,0.01624985,0.008700452,0.005716217],"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":[0.00003709971,0.0000780124,0.0002884721,0.0004895164,0.00002164791,0.00003159386,0.005212802,0.0005307572,0.0001012369,0.9351986,0.008227055,0.04978324],"study_design_scores_gemma":[0.00003721299,0.00006471465,0.0001268074,0.0009853559,0.00001873306,0.00006129707,0.006459075,0.001295135,0.0001520424,0.8088245,0.181939,0.00003617935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007775916,0.07383408,0.2581027,0.5415814,0.006046554,0.0002966705,0.0001835701,0.0008393325,0.1113397],"genre_scores_gemma":[0.4702429,0.07922653,0.3752634,0.03537309,0.004105242,0.002357145,0.000456058,0.0009487036,0.03202681],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09021655,"threshold_uncertainty_score":0.4771165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08527158646251634,"score_gpt":0.3915090920485929,"score_spread":0.3062375055860765,"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."}}