{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009456619,0.0001129771,0.0001082681,0.0004767125,0.0004852705,0.0008739649,0.0007463604,0.00006248796,0.00001327817],"category_scores_gemma":[0.0008324789,0.0001149887,0.00004114912,0.002327858,0.00004095352,0.001183624,0.0001041917,0.0001528252,0.00003887867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004267336,"about_ca_system_score_gemma":0.00239842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007520006,"about_ca_topic_score_gemma":4.658828e-7,"domain_scores_codex":[0.9986892,0.00002853195,0.0001942537,0.000458033,0.0002849898,0.0003449474],"domain_scores_gemma":[0.9978986,0.0006290443,0.00005446959,0.0001618589,0.001150164,0.0001058539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002185504,0.0001416119,0.0001184219,0.00002347609,0.00001736017,3.792953e-8,0.001769411,0.00001284354,0.0002942847,0.4570465,0.5009493,0.0396049],"study_design_scores_gemma":[0.0003233434,0.0001637839,0.002205715,0.00007092045,0.000009365726,0.000006779523,0.0002727532,0.0081794,0.01062132,0.6783276,0.2996095,0.0002095437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001207104,0.0003604905,0.9121091,0.01848074,0.001757763,0.001188416,0.000001441632,0.0001573095,0.06582401],"genre_scores_gemma":[0.03835335,0.00002459546,0.8484333,0.000444342,0.001267489,0.001404186,0.000004599317,0.00001890905,0.1100493],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2212811,"threshold_uncertainty_score":0.8427663,"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."}}