{"id":"W4416564574","doi":"10.1007/978-3-032-08187-2_3","title":"A Symbolic Computing Perspective on Software Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Compiler; Software system; Abstraction; Software development; Software; Interpreter; Symbolic trajectory evaluation; Symbolic execution; Programming complexity","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":[0.000868017,0.001211568,0.0009674845,0.002816519,0.001708779,0.005354048,0.001786819,0.00159054,0.009672509],"category_scores_gemma":[0.002046969,0.0006594044,0.0009759329,0.003727705,0.01245104,0.009464191,0.002017878,0.005175753,0.001837347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00357573,"about_ca_system_score_gemma":0.001247391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652616,"about_ca_topic_score_gemma":0.002345473,"domain_scores_codex":[0.9991176,0.0003810913,0.00004037947,0.0001012958,0.0002715504,0.00008808749],"domain_scores_gemma":[0.9986082,0.0009663332,0.00006586129,0.0001728681,0.0001235523,0.00006326905],"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":[8.388994e-7,9.02687e-7,0.000005573667,0.00001020503,6.626526e-7,0.000005607485,0.00004458251,0.0003435581,0.00003053219,0.9979619,0.0004234444,0.001172267],"study_design_scores_gemma":[0.000001518246,0.000002288421,0.000008420328,0.00001451435,0.000001197926,0.00001151401,0.00003114655,0.001259712,0.00005168747,0.9892157,0.009400621,0.000001749051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007664903,0.01808299,0.6097259,0.01171022,0.0008820201,0.0000345604,0.000287006,0.0004733138,0.3511391],"genre_scores_gemma":[0.6523312,0.02782913,0.2203805,0.002567853,0.003191482,0.0003227544,0.0005268271,0.0004997727,0.09235045],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009672509,"threshold_uncertainty_score":0.03235781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728586490582195,"score_gpt":0.2573015010673413,"score_spread":0.2400156361615193,"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."}}