{"id":"W1967370956","doi":"10.1109/syscon.2012.6189488","title":"Design approaches for taming complexity","year":2012,"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 British Columbia","funders":"","keywords":"Computer science; Heuristics; Simplicity; Computational complexity theory; Programming complexity; Complexity management; Set (abstract data type); Software; Theoretical computer science; Distributed computing; Software system; Algorithm; 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":[0.01371776,0.002151319,0.0006775315,0.002831223,0.00294488,0.006000674,0.002983599,0.002332055,0.005291502],"category_scores_gemma":[0.02340906,0.001186782,0.001496324,0.00133389,0.01845036,0.0104649,0.006869586,0.005057462,0.0009580805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003348703,"about_ca_system_score_gemma":0.003595305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009206263,"about_ca_topic_score_gemma":0.001515249,"domain_scores_codex":[0.9878606,0.007094511,0.0008568225,0.001182716,0.002413397,0.0005919434],"domain_scores_gemma":[0.9730618,0.01422912,0.001913426,0.007797927,0.002216275,0.0007815814],"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":[0.000007994305,0.00001986272,0.0002354618,0.0001240147,0.00001807397,0.00004737054,0.001493288,0.002149948,0.0005219648,0.98239,0.0005320406,0.01246004],"study_design_scores_gemma":[0.00003883736,0.00008606639,0.0001416142,0.0002108712,0.00005291096,0.0001770343,0.0009242037,0.01256711,0.002304331,0.9437935,0.03966678,0.0000366721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004387704,0.0003525477,0.9707646,0.002629881,0.0000718767,0.0001554019,0.00002343718,0.0002914106,0.02132301],"genre_scores_gemma":[0.2204099,0.0008072614,0.7716344,0.0009666793,0.00009977531,0.001089863,0.00006160036,0.0002317028,0.004698776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01371776,"threshold_uncertainty_score":0.07254732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5064322572913044,"score_gpt":0.3450345476157646,"score_spread":0.1613977096755398,"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."}}