{"id":"W4411754338","doi":"10.54941/ahfe1006426","title":"Provoking Students to Re-story Stakeholders in their Design Process","year":2025,"lang":"en","type":"article","venue":"AHFE international","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Process management; Design process; Work in process; Engineering; Programming language; Operations management","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":[0.0003465471,0.00007773651,0.00006197872,0.0002371389,0.00002360766,0.00006743348,0.000311188,0.00003101013,0.0001484574],"category_scores_gemma":[0.0001669614,0.00008211612,0.00001516998,0.0002015615,0.000006696597,0.000208224,0.00001998983,0.0001496984,0.00005799706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750662,"about_ca_system_score_gemma":0.00006184429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007967837,"about_ca_topic_score_gemma":0.0000213402,"domain_scores_codex":[0.9994165,0.00003642138,0.000135638,0.0001222063,0.0001796905,0.000109554],"domain_scores_gemma":[0.9996467,0.0001535036,0.00001810678,0.00009041576,0.00005995762,0.00003134613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003038322,0.0008310136,0.07373201,0.0002172462,0.0006426857,0.00003511913,0.03157371,0.5600477,0.006539378,0.00496682,0.1899884,0.1311221],"study_design_scores_gemma":[0.002546702,0.00008687728,0.1442784,0.0007859643,0.00003413708,0.00001066329,0.01353777,0.06622297,0.02025807,0.003780416,0.7474273,0.001030721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5975528,0.0002611311,0.2291674,0.008791105,0.007926414,0.001258818,0.00001384772,0.0005218862,0.1545066],"genre_scores_gemma":[0.99619,0.000008730959,0.0008924819,0.000653202,0.00005364172,0.00009410313,0.000004038758,0.00001133052,0.002092505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5574389,"threshold_uncertainty_score":0.3348598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08130978651820113,"score_gpt":0.3561427402842373,"score_spread":0.2748329537660361,"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."}}