{"id":"W2157056800","doi":"10.1145/2535838.2535857","title":"Symbolic optimization with SMT solvers","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Satisfiability modulo theories; Programming language; Symbolic execution; Satisfiability; Relation (database); Theoretical computer science; Software; Subtyping; Concolic testing; Data mining","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":[0.00127021,0.001278333,0.001075582,0.001170159,0.000500219,0.001541605,0.001370656,0.001174284,0.01023524],"category_scores_gemma":[0.006300593,0.0006491294,0.001547523,0.001575615,0.001600704,0.001380855,0.001959764,0.002155975,0.002478415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125077,"about_ca_system_score_gemma":0.001630685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354119,"about_ca_topic_score_gemma":0.004053712,"domain_scores_codex":[0.9983566,0.0006216952,0.00009919986,0.0001642696,0.0006202771,0.00013778],"domain_scores_gemma":[0.9975721,0.001759772,0.0001677698,0.0002702679,0.0001846919,0.00004535479],"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":[0.0001276743,0.00007733975,0.0005501937,0.0006334167,0.0001064415,0.0001857332,0.000117141,0.6318913,0.00319526,0.2547943,0.006218108,0.1021031],"study_design_scores_gemma":[0.00005249917,0.00002438641,0.00005589962,0.0000609123,0.00002595855,0.00004868919,0.00002635507,0.8480274,0.00229696,0.1378969,0.01147258,0.00001147048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004680654,0.0005557073,0.9678385,0.0005093544,0.0001114276,0.0000815178,0.0002346892,0.002282097,0.02370598],"genre_scores_gemma":[0.2055279,0.001341532,0.7801227,0.000357445,0.0002021979,0.0005148092,0.000827449,0.001032764,0.01007312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01023524,"threshold_uncertainty_score":0.03424031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005850794322010276,"score_gpt":0.1925467586558487,"score_spread":0.1866959643338385,"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."}}