{"id":"W4285036071","doi":"10.1007/978-3-031-04520-2_11","title":"QUBO Software","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Heuristics; Clique; Bilinear interpolation; Computer science; Set (abstract data type); Compiler; Software; Mathematical optimization; Theoretical computer science; Mathematics; Algorithm; Programming language; Combinatorics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001438581,0.0002437197,0.0003126055,0.0001853652,0.0001372416,0.00002334891,0.0003258457,0.0001690501,0.1875954],"category_scores_gemma":[0.0003207058,0.0002378644,0.0001317927,0.00003611203,0.00005586242,0.00007425519,0.0004001972,0.0006364888,0.0005719375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056242,"about_ca_system_score_gemma":0.0001140487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002259044,"about_ca_topic_score_gemma":0.000006243898,"domain_scores_codex":[0.9984111,0.00001440205,0.0002918757,0.0003386466,0.0007231363,0.0002208416],"domain_scores_gemma":[0.9986244,0.0004231023,0.0001323683,0.0005799918,0.0001444237,0.00009570816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004612356,0.00001329725,3.282672e-7,0.00005620141,0.00004372587,0.00003594242,0.00002786879,0.0001080332,1.552911e-7,0.9463498,0.04474406,0.00861597],"study_design_scores_gemma":[0.00009773725,0.00002092471,5.08773e-8,0.00001213007,0.00001107869,0.000008071363,0.000007068328,0.0001595616,0.00000248375,0.4147079,0.5847875,0.000185465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.781905e-8,0.0000974904,0.1603737,0.0001237826,0.0001155648,0.0003243414,0.00006186488,0.0003370727,0.8385661],"genre_scores_gemma":[1.784e-7,0.0001489764,0.3040196,0.00008727364,0.00007052372,0.00002444896,0.00006315827,0.0001191819,0.6954666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5400435,"threshold_uncertainty_score":0.9699828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08501871242588192,"score_gpt":0.3535896069970601,"score_spread":0.2685708945711782,"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."}}