{"id":"W7038162034","doi":"","title":"GRN-Transformer: Enhancing Motion Artifact Detection in PICU Photoplethysmogram Signals","year":2023,"lang":"en","type":"report","venue":"Open Repository and Bibliography (University of Luxembourg)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de Recherche du Québec - Santé; Institut de Valorisation des Données; Université de Montréal","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Liquation; Triacetin; Emperipolesis; Durvalumab","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002566634,0.0002976876,0.0007257231,0.01095144,0.0005307094,0.0004442041,0.0007020925,0.0004097934,0.000232479],"category_scores_gemma":[0.000006604695,0.0003274612,0.0003463021,0.009732644,0.0002843488,0.001003123,0.000297714,0.0004401718,0.0000230409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006554633,"about_ca_system_score_gemma":0.0002914004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02736087,"about_ca_topic_score_gemma":0.002582925,"domain_scores_codex":[0.9970204,0.0002725038,0.0004399258,0.0007809591,0.0009928278,0.0004933972],"domain_scores_gemma":[0.9984394,0.0001505011,0.0004548243,0.000373276,0.0003795689,0.0002024328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003963468,0.0004404227,0.04712195,0.001876779,0.0002270513,0.0006881728,0.0004785116,0.00003397057,0.9206702,0.00001359644,0.003427232,0.02462581],"study_design_scores_gemma":[0.002651868,0.001236801,0.3429397,0.003190685,0.0005192313,0.0002353181,0.005381535,0.0001426157,0.6126901,0.000730545,0.02824282,0.002038805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972168,0.0007507988,0.0007873649,0.00003412354,0.0007800001,0.001358417,0.0000878721,0.0001108767,0.02392261],"genre_scores_gemma":[0.9879238,0.009771593,0.0001685708,0.000005305531,0.0001096433,0.00001061212,0.00003422343,0.00003525719,0.001940985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3079801,"threshold_uncertainty_score":0.9999177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04900039735045963,"score_gpt":0.3037524594233385,"score_spread":0.2547520620728788,"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."}}