{"id":"W7117298013","doi":"10.3390/axioms15010008","title":"Averaged Iterative Algorithms for Convex Optimization Problems over a Common Fixed-Points Set of Demicontractive Mappings","year":2025,"lang":"en","type":"article","venue":"Axioms","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Hilbert space; Bounded function; Convergence (economics); Convex optimization; Minification; Quadratic equation; Iterative method; Set (abstract data type)","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":[0.0002766284,0.0001250292,0.0002560069,0.00021714,0.0001252932,0.00009372996,0.0003143341,0.00007781853,0.00005829172],"category_scores_gemma":[0.0001078888,0.0001177315,0.0001034504,0.0006949884,0.00003659146,0.0005059393,0.00008363017,0.00007903191,0.000003644185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005891153,"about_ca_system_score_gemma":0.00008252172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005745086,"about_ca_topic_score_gemma":0.000006719566,"domain_scores_codex":[0.9989416,0.00008177959,0.0003544267,0.0002999591,0.0001727106,0.0001495013],"domain_scores_gemma":[0.9987785,0.0003160368,0.0002447337,0.0002283621,0.000393287,0.00003914682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005809784,0.0002277714,0.0007800581,0.00009308608,0.0006156521,0.00000151232,0.006608984,0.5756456,0.0008570726,0.4061688,0.00147312,0.007470298],"study_design_scores_gemma":[0.000862256,0.00004389097,0.0009247398,0.00004472012,0.00003183604,7.276761e-7,0.00004176088,0.9923952,0.001256686,0.003744494,0.0005352586,0.0001183944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006095679,0.00003038113,0.9961359,0.001819561,0.0001563715,0.0004276223,0.0000399419,0.00005140676,0.0007292277],"genre_scores_gemma":[0.8327171,0.00002874461,0.1638694,0.001633857,0.00005023386,0.0001400791,0.0002010065,0.00001132401,0.001348272],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8322666,"threshold_uncertainty_score":0.4800953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640749668156665,"score_gpt":0.2835957253020276,"score_spread":0.2671882286204609,"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."}}