{"id":"W4392305885","doi":"10.2139/ssrn.4723580","title":"Assessing Monotonicity: An Approach Based on Transformed Order Statistics","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Monotonic function; Statistics; Order statistic; Order (exchange); Mathematics; Econometrics; Computer science; Economics; Mathematical analysis","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001036382,0.0001674195,0.0001455097,0.0001715927,0.00025437,0.001047871,0.0004758023,0.00005278541,0.000008833789],"category_scores_gemma":[0.00005293577,0.0001369789,0.00005710172,0.0004183913,0.00002718916,0.0007807488,0.0000185816,0.001369738,0.00001884164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004466425,"about_ca_system_score_gemma":0.003689196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001302939,"about_ca_topic_score_gemma":0.00001093937,"domain_scores_codex":[0.9974532,0.0001024273,0.0002836655,0.0003625766,0.0005196089,0.001278544],"domain_scores_gemma":[0.9992606,0.0002383682,0.00004009694,0.0001633374,0.0001673762,0.0001302062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007145574,0.00006835527,0.0000034072,0.000010083,0.00002346723,0.0000119512,0.00007203549,0.04208631,0.00001521407,0.7124212,0.00001426693,0.2452665],"study_design_scores_gemma":[0.0001479549,0.0001610262,0.0000357459,0.00001747203,0.00000964743,0.00009434373,0.00007416421,0.5954907,0.000007398262,0.403767,0.00008518888,0.0001093185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001985671,0.0003031176,0.9955082,0.0007856716,0.0002504736,0.0000794544,0.000005512289,0.0001365011,0.0009454272],"genre_scores_gemma":[0.7123243,0.00005204242,0.2869864,0.0004032399,0.0001427726,0.000006388357,0.00001196351,0.00001757624,0.00005540487],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7103385,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191528297797881,"score_gpt":0.2982880466852278,"score_spread":0.276372763707249,"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."}}