{"id":"W6945174618","doi":"10.24433/co.1329881.v1","title":"Quantile-Quantile-Embedding","year":2021,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Embedding; Manifold (fluid mechanics); Transformation (genetics); Distribution (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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002883808,0.0007502603,0.0009344491,0.0006342476,0.00009205849,0.0001631956,0.0007643798,0.0006577405,0.03912269],"category_scores_gemma":[0.0001984387,0.0008063372,0.000343813,0.0006120918,0.0001598274,0.00005064431,0.0003064078,0.0006262152,0.01849285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483029,"about_ca_system_score_gemma":0.0002150998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001178178,"about_ca_topic_score_gemma":0.000393632,"domain_scores_codex":[0.9968042,0.0001668332,0.0004296853,0.001112347,0.0006689989,0.0008179721],"domain_scores_gemma":[0.9975543,0.00007870128,0.0004785616,0.001544471,0.00008394492,0.0002600212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001188441,0.00008462516,0.0005519573,0.0002669816,0.0002121236,0.0003061589,0.00007502486,0.00001154277,0.0004932098,0.002049843,0.9956834,0.0002532151],"study_design_scores_gemma":[0.0004753321,0.00002157041,0.00006463307,0.001550782,0.0001286643,0.00004516451,0.00009916503,0.00101555,0.0002770777,0.00004949055,0.9953839,0.0008886952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003875268,0.008009383,0.0002020824,0.00004625998,0.00173643,0.0004230951,0.001134912,0.001925946,0.9861344],"genre_scores_gemma":[0.006234093,0.0002183988,0.00203834,0.0001500325,0.001447149,0.000006769804,0.001155248,0.006386176,0.9823638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02062983,"threshold_uncertainty_score":0.9994388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787135008018864,"score_gpt":0.3257321505059528,"score_spread":0.2878608004257641,"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."}}