{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000989165,0.0009004102,0.0005196651,0.001152905,0.0003730418,0.000784306,0.0007566037,0.0006697091,0.001081797],"category_scores_gemma":[0.002246541,0.0002493497,0.0005011745,0.001045903,0.0004279791,0.001397444,0.0006117894,0.0009323143,0.000362526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005795004,"about_ca_system_score_gemma":0.0006907281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005702413,"about_ca_topic_score_gemma":0.006858219,"domain_scores_codex":[0.999529,0.0001368416,0.00004219335,0.0001549465,0.0001044253,0.0000326991],"domain_scores_gemma":[0.999302,0.0002401997,0.00006006991,0.00006620344,0.0003050416,0.00002640996],"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":[0.0001793782,0.0001479677,0.004360457,0.0001621837,0.0002034658,0.00009570426,0.0001535208,0.2085366,0.02409635,0.01487581,0.004252322,0.7429364],"study_design_scores_gemma":[0.000006732836,0.00003712169,0.0007289603,0.000008663233,0.00001759729,0.00004486976,0.00001660992,0.990845,0.003264658,0.003603514,0.00141398,0.00001223771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01243353,0.0006407804,0.9851798,0.0001675735,0.00006687995,0.00004735534,0.00007436852,0.0003839598,0.001005767],"genre_scores_gemma":[0.4008046,0.001067652,0.5925583,0.0002033645,0.0001805608,0.0001675488,0.0004747344,0.000102238,0.004440929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005702413,"threshold_uncertainty_score":0.01133841,"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."}}