{"id":"W4402757535","doi":"10.1007/978-3-031-61347-0_6","title":"IID Samples from Shape Restricted Families","year":2024,"lang":"en","type":"book-chapter","venue":"Frontiers in probability and the statistical sciences","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Geography; Genealogy; Mathematics; History","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00166171,0.0003545517,0.0008172183,0.0001144978,0.0002467693,0.0002213206,0.0004948758,0.0002439004,0.0006309396],"category_scores_gemma":[0.006514532,0.0002038214,0.00008342163,0.0001475395,0.006852904,0.00006003103,0.0002763743,0.0006678433,0.00001494057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000716758,"about_ca_system_score_gemma":0.000134623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000334302,"about_ca_topic_score_gemma":0.0001370048,"domain_scores_codex":[0.9972866,0.0002309994,0.0007013614,0.0008450921,0.0005663594,0.0003695843],"domain_scores_gemma":[0.9891647,0.01018607,0.0001362493,0.0003315891,0.00005788599,0.0001235816],"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":[0.00008042255,0.00001755344,0.0001185793,0.000142575,0.00003797546,0.000009336189,0.0002369172,4.658808e-7,2.684878e-7,0.9535712,0.002962681,0.04282205],"study_design_scores_gemma":[0.000276815,0.00009183435,0.0004693139,0.0002682467,0.0001269826,0.000001707473,0.0001353872,0.005891355,8.686491e-7,0.9870377,0.005428083,0.0002717707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0006972662,0.004794937,0.4626544,0.001918001,0.002140614,0.001764314,0.004376433,0.0001667812,0.5214873],"genre_scores_gemma":[0.002573999,0.0009083607,0.9854878,0.0001200727,0.000133484,0.00005556384,0.00002538635,0.0000285927,0.01066671],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5228335,"threshold_uncertainty_score":0.9958498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09004112800676896,"score_gpt":0.3263863340856337,"score_spread":0.2363452060788648,"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."}}