{"id":"W4414573217","doi":"10.1007/s00010-025-01231-z","title":"A tribute to János Aczél","year":2025,"lang":"hu","type":"article","venue":"Aequationes Mathematicae","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Tribute; History of mathematics; Calculus (dental); Functional equation","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":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006775776,0.0005927602,0.001228266,0.001669636,0.0006218729,0.001864413,0.002484111,0.0003107359,0.0080768],"category_scores_gemma":[0.03694787,0.0004975823,0.0004259379,0.004562887,0.0001665422,0.0007041346,0.001125695,0.0003295721,0.03638186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002129282,"about_ca_system_score_gemma":0.0004237655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002447602,"about_ca_topic_score_gemma":0.00005251739,"domain_scores_codex":[0.9911895,0.0006305232,0.003035263,0.001427511,0.002858687,0.000858487],"domain_scores_gemma":[0.9844117,0.01055156,0.0006924871,0.002676583,0.001266061,0.0004016004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002960023,0.0009633574,0.0003249204,0.0003030295,0.0002464586,0.00004752941,0.009024553,0.000323274,0.003377708,0.2918527,0.3823109,0.3109296],"study_design_scores_gemma":[0.001868238,0.0001570936,0.003263103,0.001835584,0.000243064,0.00001930468,0.003910557,0.0695102,0.001976014,0.6381192,0.2780892,0.00100845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04336163,0.0005088999,0.8830404,0.047928,0.003302664,0.002227983,0.0001130079,0.0002179607,0.0192995],"genre_scores_gemma":[0.7697392,0.00003044852,0.091765,0.004368393,0.0003048395,0.0002875241,0.0000175418,0.00007364235,0.1334134],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7912754,"threshold_uncertainty_score":0.9997476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1530637288271592,"score_gpt":0.5164967655968694,"score_spread":0.3634330367697102,"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."}}