{"id":"W7108476540","doi":"10.5281/zenodo.17806439","title":"Rapid Prototyping in EpiMDE","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Rapid prototyping; Workflow; File format; Feature (linguistics); Software prototyping","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00391361,0.001440395,0.0007389917,0.001909708,0.000684126,0.004114806,0.002715946,0.001397893,0.1728191],"category_scores_gemma":[0.0109282,0.001275698,0.001835466,0.001217817,0.0006937317,0.00421518,0.003818288,0.001916233,0.06455842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002212,"about_ca_system_score_gemma":0.001090148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489854,"about_ca_topic_score_gemma":0.001617898,"domain_scores_codex":[0.9980386,0.0005297234,0.0001590485,0.0003110869,0.0007753323,0.0001861884],"domain_scores_gemma":[0.9960471,0.001865928,0.0001291011,0.001033824,0.0007420407,0.0001821085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001178118,0.0002095844,0.001687666,0.001747261,0.0001085899,0.001209159,0.001087115,0.01577927,0.01466554,0.09849022,0.5679476,0.2958899],"study_design_scores_gemma":[0.0001606392,0.00007261738,0.0007674472,0.0002441459,0.0000257978,0.0005048935,0.0001190916,0.01544772,0.01650549,0.02142338,0.9446405,0.00008816099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006022245,0.0005516615,0.598186,0.001161608,0.0006877173,0.0006056038,0.0380309,0.2472451,0.1075092],"genre_scores_gemma":[0.07816269,0.001408426,0.5446238,0.001051205,0.0002428767,0.002848028,0.1399744,0.118373,0.1133155],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1728191,"threshold_uncertainty_score":0.5781376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548136002389333,"score_gpt":0.2463002465106593,"score_spread":0.220818886486766,"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."}}