{"id":"W6888954410","doi":"10.24433/co.1329881.v2","title":"Quantile-Quantile-Embedding","year":2021,"lang":"en","type":"other","venue":"Code Ocean","topic":"Antenna Design and Analysis","field":"Engineering","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":[],"category_scores_codex":[0.00004810266,0.0003182706,0.000467292,0.0002462015,0.00003045514,0.00005760135,0.0002334477,0.0002692789,0.005428806],"category_scores_gemma":[0.00001196065,0.0003266616,0.0002227796,0.0002595273,0.00003078147,0.00002075821,0.00003766577,0.0002508084,0.0002461106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002165749,"about_ca_system_score_gemma":0.000017243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001545405,"about_ca_topic_score_gemma":0.00004931171,"domain_scores_codex":[0.999006,0.00002006116,0.0002005866,0.00029528,0.0001674462,0.0003106293],"domain_scores_gemma":[0.9993929,0.00002057041,0.00005109098,0.0004244687,0.0000130459,0.00009795064],"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":[9.794245e-7,0.00001315557,0.0001355892,0.0002961779,0.0003321791,0.0001238956,0.00004245164,0.0001624622,0.001520022,0.0002672806,0.9966274,0.0004783694],"study_design_scores_gemma":[0.0001428558,0.000006537115,0.00001421073,0.0006770664,0.0001318834,0.000009714284,0.00008568572,0.1795638,0.0001192647,0.00001625431,0.8186853,0.000547483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001131736,0.01618223,0.06749149,0.00003106409,0.001011764,0.0001283641,0.0001191768,0.001787952,0.9131348],"genre_scores_gemma":[0.04963146,0.002428888,0.001685988,0.00008527302,0.0008478953,0.000003188241,0.0003232177,0.001317045,0.9436771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1794013,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190013706957377,"score_gpt":0.2546663115590801,"score_spread":0.2356649408633424,"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."}}