{"id":"W2952836081","doi":"10.48550/arxiv.1604.06781","title":"Long-Term Average Cost in Featured Transition Systems","year":2016,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Software; Limit (mathematics); Product (mathematics); Computer science; Software product line; Term (time); Quality (philosophy); Set (abstract data type); Line (geometry); Algorithm; Software development; Mathematics; Programming language","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":[0.001556618,0.0007628055,0.0007446358,0.002691288,0.0005769592,0.001411048,0.001354703,0.00055386,0.001838334],"category_scores_gemma":[0.01038229,0.0003962564,0.000799282,0.001901319,0.0008244445,0.002747491,0.0009309975,0.0006314372,0.0001804658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002263582,"about_ca_system_score_gemma":0.0009040048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006278705,"about_ca_topic_score_gemma":0.004710278,"domain_scores_codex":[0.9988036,0.0001954783,0.00007623784,0.0002406654,0.0005389685,0.0001449668],"domain_scores_gemma":[0.9951779,0.003045792,0.0005571609,0.0003425734,0.0007081782,0.000168587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001844305,0.00005699877,0.01022136,0.0001563187,0.00007112444,0.0002057461,0.0002160123,0.8479521,0.003860765,0.03140337,0.0006192719,0.1050524],"study_design_scores_gemma":[0.000003304139,0.0000300727,0.001076443,0.000006444124,0.00001214629,0.00004968573,0.00002107097,0.975598,0.001095121,0.02186149,0.0002393341,0.00000687498],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2873453,0.000423865,0.7094263,0.0001313556,0.00001776306,0.00004565694,0.0002020065,0.0007796276,0.001628009],"genre_scores_gemma":[0.8541748,0.0001710722,0.1438909,0.00001974299,0.00001502844,0.000086838,0.0003308796,0.0001679191,0.001142791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006278705,"threshold_uncertainty_score":0.01642346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08986952755519662,"score_gpt":0.2183937262553301,"score_spread":0.1285241987001335,"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."}}