{"id":"W2039765020","doi":"10.1109/reruntime.2010.5628554","title":"Foreword: First Workshop requirements@run.time","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finkelstein's test; Library science; Engineering; Operations research; Management; Computer science","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":[0.0004187277,0.0001404741,0.0001408943,0.00007477299,0.00009604853,0.00006016032,0.00107082,0.00008763772,0.0001349627],"category_scores_gemma":[0.000924286,0.0001213131,0.00005114479,0.0002955597,0.0000445691,0.0005993148,0.0004048419,0.0002654711,0.0003046143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001871253,"about_ca_system_score_gemma":0.00002080569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003133939,"about_ca_topic_score_gemma":0.00001757055,"domain_scores_codex":[0.9989614,0.00002086185,0.0001656382,0.0003361248,0.0001858535,0.0003301608],"domain_scores_gemma":[0.9982489,0.0007106489,0.0000414422,0.0008679338,0.00004559684,0.00008541939],"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":[0.0000265772,0.0002002445,0.001069009,0.00009209479,0.0001021914,0.00009354572,0.001491316,0.03766124,0.04698329,0.5293941,0.03480218,0.3480842],"study_design_scores_gemma":[0.00211334,0.0004097722,0.008237739,0.0001606825,0.00002901111,0.0001700824,0.00008288572,0.258277,0.07092826,0.4318888,0.2242176,0.003484786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003480925,0.0000265565,0.9912151,0.0009322354,0.00113045,0.00009527618,4.882986e-7,0.001384228,0.001734748],"genre_scores_gemma":[0.03869028,0.000003755833,0.9556696,0.0001887279,0.00009219731,0.00001645307,6.349098e-7,0.00001300982,0.005325295],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3445994,"threshold_uncertainty_score":0.4947006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752333677996358,"score_gpt":0.2989229070798896,"score_spread":0.261399570299926,"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."}}