{"id":"W2094132822","doi":"10.1145/1916461.1916468","title":"Algorithm 909","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":627,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Software; Mathematical optimization; Algorithm; Programming language; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002886584,0.0002854252,0.0003601114,0.0001960584,0.0002721433,0.00003449159,0.0006331673,0.0001793382,0.009935072],"category_scores_gemma":[0.001257513,0.0002482624,0.0001924172,0.0004679725,0.0001636724,0.0002418476,0.00002356071,0.000489202,0.001311008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009476496,"about_ca_system_score_gemma":0.00004633758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000033689,"about_ca_topic_score_gemma":0.00000184235,"domain_scores_codex":[0.9979106,0.00008550988,0.0004823522,0.0004066282,0.0006167218,0.0004982363],"domain_scores_gemma":[0.9971861,0.001113619,0.00008662282,0.001142176,0.000192423,0.0002791214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003935643,0.001571897,0.000007545175,0.0001655577,0.0001182865,0.00003886136,0.001235429,0.0001018539,0.000007863947,0.00533995,0.00010659,0.9912668],"study_design_scores_gemma":[0.0004593733,0.0001419208,0.00001722535,0.00006946546,0.000047271,0.00003984444,0.000196855,0.001340786,0.001708678,0.9953488,0.0003365692,0.0002931744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001727926,0.00001188857,0.9972354,0.0001436544,0.00009306479,0.0004669061,0.00004283361,0.0006989336,0.001134554],"genre_scores_gemma":[0.0005609176,0.00002060417,0.9951409,0.0001157667,0.00003286445,0.0001690457,0.000004329772,0.00009060906,0.003865012],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9909737,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198276313203575,"score_gpt":0.3502867428089378,"score_spread":0.2304591114885803,"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."}}