{"id":"W4399924348","doi":"10.1002/cjs.11808","title":"Tolerance bands for exponential family functional data","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Texas at Austin","keywords":"Exponential function; Mathematics; Natural exponential family; Exponential family; Statistics; 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":[0.0006392175,0.0001093587,0.0002239343,0.0001380334,0.0001000595,0.0001541108,0.0002978424,0.00005339799,0.0004647106],"category_scores_gemma":[0.002788546,0.00009527863,0.00004253192,0.0001059709,0.0000937155,0.0001214782,0.00001564936,0.0002067993,0.000009823452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007182109,"about_ca_system_score_gemma":0.001542224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001920291,"about_ca_topic_score_gemma":0.001071912,"domain_scores_codex":[0.9989039,0.00004020439,0.0004563966,0.0001533459,0.0001965781,0.0002495605],"domain_scores_gemma":[0.9970776,0.00189648,0.0001008694,0.0002196975,0.0003103358,0.0003950244],"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":[0.00001750108,0.00000763102,0.00004227985,0.0001417908,0.00005431746,0.0001480122,0.00008736206,0.000007158261,0.00006623239,0.6235707,0.3410191,0.03483789],"study_design_scores_gemma":[0.0003587179,0.000189605,0.001287901,0.0002352444,0.0001686262,0.0001289839,0.00008940731,0.02093471,0.0000303814,0.8433158,0.133071,0.0001896459],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001217955,0.0006861895,0.9882568,0.000213777,0.002471093,0.00008536199,0.006578951,0.00000756242,0.0004822733],"genre_scores_gemma":[0.0883394,0.00002788559,0.9100099,0.000171695,0.0009401127,0.000003543809,0.0000758722,0.0000314046,0.0004002098],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2197451,"threshold_uncertainty_score":0.5088255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3311313093620912,"score_gpt":0.3669433114009891,"score_spread":0.03581200203889789,"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."}}