{"id":"W4391727952","doi":"10.1007/978-3-031-17299-1_2529","title":"Robust Statistical Tests","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Econometrics; Computer science; Statistics; Mathematics","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":[0.005726271,0.00206261,0.002096082,0.002917256,0.0006995985,0.003019793,0.002434028,0.002207091,0.04201867],"category_scores_gemma":[0.03339028,0.0008991636,0.001541106,0.002170861,0.002301801,0.002559903,0.002676284,0.003627399,0.03434534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007568229,"about_ca_system_score_gemma":0.001827506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005111332,"about_ca_topic_score_gemma":0.0006360903,"domain_scores_codex":[0.9921386,0.002973136,0.0003671618,0.001225906,0.003077267,0.0002179174],"domain_scores_gemma":[0.9807278,0.01183816,0.0009194563,0.003730867,0.002547243,0.0002363805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001190307,0.00006450943,0.0003968518,0.0004807424,0.0001512486,0.0001633109,0.00008479265,0.01010613,0.002509156,0.4015177,0.09294762,0.4914589],"study_design_scores_gemma":[0.00004055248,0.0001098918,0.0006760448,0.0002425561,0.00008254729,0.0005540718,0.00005321923,0.04246776,0.004929923,0.7863704,0.1644058,0.00006724488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004338561,0.00171176,0.9615469,0.0005850384,0.0006126964,0.00006474627,0.0005508615,0.001650389,0.03284384],"genre_scores_gemma":[0.06089617,0.005096918,0.7955215,0.002394489,0.003495855,0.001090181,0.004244029,0.003832795,0.1234281],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04201867,"threshold_uncertainty_score":0.1405665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.36166611451899,"score_gpt":0.4425169559308613,"score_spread":0.08085084141187132,"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."}}