{"id":"W6910401699","doi":"10.48448/6nab-x968","title":"Domain Generalization with Vital Phase Augmentation","year":2024,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Robustness (evolution); Amplitude; Generalization; Artificial neural network; Phase (matter); Benchmark (surveying); Frequency domain; Degree (music)","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":[0.0005782152,0.0003687784,0.0002415161,0.001517393,0.0001345523,0.0003999478,0.0004871015,0.0001345309,0.001594403],"category_scores_gemma":[0.0000180993,0.0002929486,0.00003571196,0.002475368,0.001130812,0.0003673499,0.0001036879,0.0001935086,0.009266227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669318,"about_ca_system_score_gemma":0.000768457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625836,"about_ca_topic_score_gemma":0.000911624,"domain_scores_codex":[0.9969634,0.00004484895,0.0002615998,0.000939074,0.001323917,0.0004671746],"domain_scores_gemma":[0.9989506,0.000008907681,0.0002642615,0.0004843707,0.0001162547,0.0001756191],"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":[0.00006388729,0.0004489623,0.00002759417,0.0001203732,0.00009993152,0.0001051111,0.0007150613,0.0003180068,0.05558166,0.03673011,0.8996478,0.006141523],"study_design_scores_gemma":[0.003961548,0.0009473762,0.000004625036,0.0007596327,0.0002525199,0.0001080569,0.0008192491,0.01251021,0.003956086,0.006137895,0.9691431,0.001399686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002034885,0.0008168625,0.1445862,0.0003466906,0.001615243,0.001593777,0.0006853258,0.00228051,0.8460405],"genre_scores_gemma":[0.01548787,0.00002705194,0.1125786,0.0003469364,0.001468835,0.0001020803,0.001612294,0.002638067,0.8657382],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06949534,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752844160417893,"score_gpt":0.3375232968515798,"score_spread":0.3199948552474009,"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."}}