{"id":"W3214737535","doi":"10.18280/ts.380517","title":"A New Approach for Automatic Sleep Staging: Siamese Neural Networks","year":2021,"lang":"en","type":"article","venue":"Traitement du signal","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jaccard index; Sleep (system call); Categorization; Artificial neural network; Computer science; Artificial intelligence; Euclidean distance; Divergence (linguistics); Pattern recognition (psychology); Polysomnography; Psychology; Neuroscience; Electroencephalography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001906112,0.0002173554,0.0002392125,0.00005877103,0.0001559211,0.0002498283,0.000364856,0.00005378855,0.0006280295],"category_scores_gemma":[0.00005424198,0.0001949097,0.0001517308,0.0002461229,0.00004361903,0.0001971536,0.0001004038,0.0001601437,0.00001010752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003389441,"about_ca_system_score_gemma":0.00005582341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004629853,"about_ca_topic_score_gemma":0.000001395887,"domain_scores_codex":[0.9981854,0.0001265109,0.0003351461,0.0005762171,0.0003037709,0.0004729877],"domain_scores_gemma":[0.9991559,0.0003054399,0.00009574576,0.000235499,0.00003793587,0.0001694978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002344934,0.001485881,0.001093229,0.0005018155,0.0001667674,0.0002427531,0.00468682,0.2604668,0.2350479,0.007821991,0.08023002,0.4080215],"study_design_scores_gemma":[0.0009921701,0.0001294879,0.0001476048,0.00001863037,0.00002564578,0.00003647952,0.00009476519,0.9599462,0.03557662,0.0001950591,0.002614015,0.0002233596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1436574,0.00009420823,0.8526117,0.001007148,0.0004013178,0.0005452852,0.00001485961,0.0002399537,0.001428085],"genre_scores_gemma":[0.9783534,0.000002373011,0.01754203,0.002360404,0.0004643502,0.00005596048,0.00001944679,0.00002962624,0.001172452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8350697,"threshold_uncertainty_score":0.7948188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003708503369913,"score_gpt":0.2717630957828326,"score_spread":0.2317260107491335,"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."}}