{"id":"W4416710510","doi":"10.1090/mbk/154/35","title":"Chebyshëv’s bias","year":2025,"lang":"en","type":"book-chapter","venue":"American Mathematical Society eBooks","topic":"Approximation Theory and Sequence Spaces","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"","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":[],"category_scores_codex":[0.0007761202,0.0007337257,0.001397087,0.00007490055,0.0002530573,0.00009275435,0.0005997623,0.0004478483,0.001514061],"category_scores_gemma":[0.0004360147,0.0006278381,0.001152617,0.00005447011,0.001734135,0.00005083869,0.0002600024,0.0008723973,0.0004447714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918621,"about_ca_system_score_gemma":0.0002312183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004726848,"about_ca_topic_score_gemma":0.00000214614,"domain_scores_codex":[0.9971926,0.00006438756,0.0009091639,0.0006445434,0.0006751159,0.0005142289],"domain_scores_gemma":[0.9958829,0.001911577,0.0008390035,0.0009930285,0.0001591027,0.0002143781],"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":[0.000008647918,0.00003384701,3.742566e-7,0.0005984557,0.0004078566,0.000006054941,0.0012766,1.160179e-7,0.00001572186,0.9627079,0.02683953,0.008104897],"study_design_scores_gemma":[0.0001556974,0.00006909743,1.725295e-7,0.0005394837,0.0003489732,0.00001161339,0.0005428963,0.0001814819,0.0001493876,0.9425035,0.05489738,0.0006003788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007621861,0.00005060492,0.02151337,0.0004788273,0.00007809405,0.0006996499,0.00005004732,0.0004807883,0.9765724],"genre_scores_gemma":[0.0008280232,0.00003095193,0.07439607,0.001153514,0.000186962,0.00007948165,0.00001618618,0.0001294343,0.9231794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05339301,"threshold_uncertainty_score":0.9996173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05730579735874481,"score_gpt":0.3057196166677088,"score_spread":0.248413819308964,"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."}}