{"id":"W4237304536","doi":"10.1145/998300.997179","title":"ESys.Net","year":2004,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université de Montréal","funders":"","keywords":"Computer science; Abstraction; Programming language; Software engineering; Task (project management); Systems engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003329394,0.0001555863,0.0001781955,0.0001146528,0.00009175305,0.0002181588,0.00248759,0.00009041822,0.00001386998],"category_scores_gemma":[0.0001838898,0.0001379997,0.00005005893,0.0002837524,0.00003849131,0.0006728759,0.0003709586,0.0001324309,0.000439051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005566494,"about_ca_system_score_gemma":0.0000668931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001664715,"about_ca_topic_score_gemma":0.00005975736,"domain_scores_codex":[0.9986905,0.00006312838,0.0002403303,0.0003801985,0.0003149147,0.0003109021],"domain_scores_gemma":[0.9981536,0.0001922988,0.0001208827,0.001381045,0.00005268756,0.00009951399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001904859,0.0003138803,0.003802297,0.000210875,0.0001161506,0.0006215657,0.009621236,0.0009993418,0.02748059,0.8989861,0.02313381,0.03469512],"study_design_scores_gemma":[0.002553262,0.001392973,0.007944033,0.000655873,0.00005827266,0.0004148242,0.0003784452,0.004071494,0.4099083,0.507588,0.06233776,0.002696745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.104196,0.000760763,0.8500983,0.004727953,0.001229361,0.0007011917,0.000008427833,0.00378637,0.03449159],"genre_scores_gemma":[0.8208065,0.000005159238,0.178428,0.000473405,0.0001077001,0.00001781752,0.000002060601,0.00001103755,0.0001483323],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7166105,"threshold_uncertainty_score":0.5643258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247831601072566,"score_gpt":0.2672782227605869,"score_spread":0.2424950626533303,"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."}}