{"id":"W4408945414","doi":"10.3934/mfc.2025016","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Mathematical Foundations of Computing","topic":"Fixed Point Theorems Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Adiyaman Üniversitesi; Gauhati University; Faculty of Arts and Sciences; University of Manitoba","keywords":"Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433496,0.0006810413,0.0005196871,0.002538869,0.002204019,0.003675901,0.001123575,0.001088169,0.3247259],"category_scores_gemma":[0.01032965,0.0002389715,0.0004357763,0.001882397,0.0007174186,0.002907108,0.001601335,0.003100437,0.1905191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143274,"about_ca_system_score_gemma":0.001895446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00295976,"about_ca_topic_score_gemma":0.004096975,"domain_scores_codex":[0.9991764,0.0001454185,0.00004061319,0.0001361343,0.0004282154,0.00007313184],"domain_scores_gemma":[0.9953831,0.0007716023,0.0001610284,0.000435837,0.002568948,0.0006794331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002067453,0.000014925,0.00007863142,0.0000690075,0.000001756381,0.00002348592,0.00008002048,0.00006212176,0.0001165658,0.02381848,0.9422212,0.03349332],"study_design_scores_gemma":[0.00000303067,0.000007237976,0.0001545929,0.0000805026,0.000001291204,0.00002692029,0.0000598438,0.00003321524,0.00008502193,0.009166739,0.9903777,0.00000395006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001338582,0.0122826,0.01228759,0.04657999,0.208119,0.0002882638,0.006475717,0.001174987,0.7114533],"genre_scores_gemma":[0.009047772,0.004618587,0.003110495,0.006913948,0.03267064,0.0001583686,0.003469222,0.0007571912,0.9392538],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3247259,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03313835402054823,"score_gpt":0.3690228028532169,"score_spread":0.3358844488326687,"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."}}