{"id":"W2796449199","doi":"10.1920/wp.cem.2020.1720","title":"An Adaptive Test of Stochastic Monotonicity","year":2020,"lang":"en","type":"report","venue":"","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Economic and Social Research Council","keywords":"Mathematics; Monotonic function; Test (biology); Applied mathematics; Econometrics; Mathematical optimization; Mathematical analysis; Biology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01137897,0.0006856557,0.001206132,0.001888201,0.0007211362,0.00145629,0.002977557,0.002230973,0.004242731],"category_scores_gemma":[0.06755764,0.0004796332,0.00098815,0.001486944,0.003052573,0.00335388,0.003706821,0.003190807,0.0005986933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005950437,"about_ca_system_score_gemma":0.001287344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009000693,"about_ca_topic_score_gemma":0.0006891356,"domain_scores_codex":[0.9905924,0.005186623,0.0003789451,0.001424216,0.002068812,0.0003490331],"domain_scores_gemma":[0.9421105,0.04277964,0.004338825,0.005596392,0.003965054,0.00120967],"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":[0.001334642,0.0009032417,0.09523751,0.0003660047,0.0008906632,0.001259136,0.0003559914,0.1779945,0.03164838,0.3471189,0.00794926,0.3349418],"study_design_scores_gemma":[0.0002447333,0.000675543,0.01614692,0.00004069702,0.00007348183,0.0007668142,0.00007298805,0.8583201,0.004731938,0.1157113,0.00312074,0.0000948274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09166674,0.0001504271,0.9002743,0.0009402339,0.0001367577,0.0001540998,0.0003266719,0.0005125366,0.005838226],"genre_scores_gemma":[0.7419258,0.0001378804,0.2537025,0.0007507146,0.0003928805,0.0004218768,0.0006864918,0.0001501415,0.001831674],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01137897,"threshold_uncertainty_score":0.06017846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2304851936177818,"score_gpt":0.4368467607318668,"score_spread":0.206361567114085,"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."}}