{"id":"W1972338219","doi":"10.5539/jmr.v3n3p96","title":"Working Under Feasible Region Contraction Algorithm (FRCA) Solver Environment","year":2011,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Solver; Mathematics; Linear programming; Bounded function; Contraction (grammar); Mathematical optimization; Sequence (biology); Algorithm; Software; Computer science; Programming language; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004874683,0.0002220071,0.0004985178,0.000804823,0.000294955,0.0001263253,0.0006339422,0.0001990203,0.0008452717],"category_scores_gemma":[0.001136118,0.0001840519,0.0001991579,0.0004921861,0.0002641394,0.0004737516,0.0002183527,0.0013788,0.000126848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005663818,"about_ca_system_score_gemma":0.0002188079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006057059,"about_ca_topic_score_gemma":0.000002348657,"domain_scores_codex":[0.9950446,0.0003995869,0.001062853,0.000248533,0.002539836,0.000704571],"domain_scores_gemma":[0.9960005,0.001510921,0.0006987114,0.0005625795,0.0009008785,0.0003263644],"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":[0.001485714,0.02817011,0.001419079,0.002144243,0.003324875,0.004080509,0.03965128,0.006341621,0.009210984,0.4463705,0.06983168,0.3879693],"study_design_scores_gemma":[0.00279271,0.0008773503,0.00016243,0.000727563,0.00009703309,0.00135286,0.00957738,0.04871418,0.007804817,0.9208001,0.006561025,0.0005325262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004100584,0.000237109,0.9865401,0.0003428565,0.0002530291,0.0005503113,0.000001302864,0.00003478256,0.007939972],"genre_scores_gemma":[0.03738903,0.0009885661,0.9559332,0.00002401061,0.0003505704,0.00002525106,0.000001236475,0.0001123431,0.005175814],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4744296,"threshold_uncertainty_score":0.9255133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.437702308124863,"score_gpt":0.4354418191854684,"score_spread":0.002260488939394678,"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."}}