{"id":"W2058294560","doi":"10.1145/568438.568443","title":"Review of <b>How to Solve It: Modern Heuristics</b>","year":2001,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Heuristics; Computer science; Heuristic; Key (lock); Fuzzy logic; Presentation (obstetrics); Process (computing); Artificial intelligence; Management science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006801263,0.0001824057,0.0003978837,0.0001832863,0.00006890071,0.0001219674,0.002495305,0.00005657919,0.0002653987],"category_scores_gemma":[0.005139549,0.0001642228,0.0001072982,0.001087275,0.00003978634,0.0003035165,0.0009017064,0.0001768438,0.0002789838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004729228,"about_ca_system_score_gemma":0.0001746983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004243983,"about_ca_topic_score_gemma":0.000009348039,"domain_scores_codex":[0.9978288,0.0001107862,0.0004394979,0.0004881645,0.0007148282,0.0004179494],"domain_scores_gemma":[0.9965389,0.0003799247,0.0001623058,0.002123051,0.000479267,0.0003165967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001418067,0.0002131543,0.0002129593,0.001221766,0.00004969025,0.00009289317,0.0005465127,0.0006695745,0.0007405476,0.004283772,0.3879091,0.6040459],"study_design_scores_gemma":[0.0007383928,0.0003744686,0.0002550153,0.002503053,0.00003939888,0.00008922661,0.0000300324,0.2291214,0.001732356,0.005582829,0.758783,0.0007507945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000432032,0.003208647,0.9593099,0.0320554,0.0002192346,0.0004556431,0.000005896361,0.00008059211,0.00462148],"genre_scores_gemma":[0.003848388,0.02472479,0.9514319,0.01612352,0.0001908231,0.00005761154,0.00001158761,0.00003838111,0.003572938],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6032951,"threshold_uncertainty_score":0.6696813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06339484273346335,"score_gpt":0.3417286862962899,"score_spread":0.2783338435628266,"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."}}