{"id":"W4410496693","doi":"10.15173/ijsap.v9i1.5837","title":"Co-creating a simulation with students as active partners","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Psychology; Mathematics education; Computer science; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001090738,0.0001528886,0.0001579731,0.0002303227,0.001161041,0.0009936087,0.0008710493,0.00006411748,0.0004443825],"category_scores_gemma":[0.0005690147,0.0001365595,0.0001077651,0.0002020062,0.0001013411,0.0006010587,0.00005857329,0.0002469987,0.00007281645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006911479,"about_ca_system_score_gemma":0.000513558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004498491,"about_ca_topic_score_gemma":0.0001694552,"domain_scores_codex":[0.99702,0.0001881287,0.0003555577,0.0002493367,0.001871438,0.0003155448],"domain_scores_gemma":[0.998222,0.0004727826,0.000314767,0.0001003282,0.0007140113,0.0001761251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003250065,0.002550134,0.6677278,0.00002230379,0.006056933,0.0001219372,0.1016601,0.0235068,0.00008952949,0.1133796,0.03281208,0.04882259],"study_design_scores_gemma":[0.002960261,0.0002105638,0.03845492,0.0001743382,0.0001328902,0.000007605077,0.04541285,0.00008949306,0.000123552,0.00278477,0.909371,0.0002777529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8488464,0.00003558042,0.002423273,0.005024603,0.003469436,0.0007533706,0.00001212643,0.00006037862,0.1393748],"genre_scores_gemma":[0.9590471,0.000104291,0.000269809,0.001153415,0.0004798351,0.00008511647,0.0000195518,0.00001434661,0.03882649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8765589,"threshold_uncertainty_score":0.9581391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07188312222121226,"score_gpt":0.6258551141289367,"score_spread":0.5539719919077244,"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."}}