{"id":"W4206030968","doi":"10.1007/s10270-021-00942-6","title":"Automated, interactive, and traceable domain modelling empowered by artificial intelligence","year":2022,"lang":"en","type":"article","venue":"Software & Systems Modeling","topic":"Software Engineering Research","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Rotation formalisms in three dimensions; Domain (mathematical analysis); Software engineering; Domain engineering; Domain analysis; Domain model; Software; Artificial intelligence; Domain knowledge; Software development; Programming language; Component-based software engineering; Software construction","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001230965,0.0002959847,0.0003609178,0.0003126511,0.0006974543,0.0005656728,0.001135255,0.00008562104,0.00001364108],"category_scores_gemma":[0.0001763327,0.0003325245,0.00007861671,0.0006689918,0.00003466951,0.0007211471,0.0008891285,0.0006603629,0.00001838116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509338,"about_ca_system_score_gemma":0.000115681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003515456,"about_ca_topic_score_gemma":0.000001411364,"domain_scores_codex":[0.9967342,0.0002279076,0.0006161968,0.000876386,0.00086371,0.0006816082],"domain_scores_gemma":[0.998256,0.0005859725,0.0001213887,0.0006944375,0.0001318407,0.0002103079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001701951,0.00005104126,0.00007639382,0.00005979885,0.00002765818,0.00002932264,0.001750352,0.9919807,0.000220645,0.001369273,0.0002367942,0.004180995],"study_design_scores_gemma":[0.00009916256,0.00007505431,6.963599e-7,0.00006367865,0.000004318601,0.000118196,0.0009660777,0.9949104,0.00007965542,0.00258965,0.0007407145,0.0003524651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1182375,0.00269854,0.875272,0.00007314535,0.0008911886,0.0003904232,0.00002655492,0.002391265,0.00001933954],"genre_scores_gemma":[0.9486568,0.00002310847,0.05091434,0.00002572003,0.00006209585,0.0001737245,0.00001571773,0.00005772141,0.00007078858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8304193,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03171702711815094,"score_gpt":0.2704622975187825,"score_spread":0.2387452704006315,"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."}}