{"id":"W2758625414","doi":"10.3389/fninf.2017.00060","title":"Sleep: An Open-Source Python Software for Visualization, Analysis, and Staging of Sleep Data","year":2017,"lang":"en","type":"article","venue":"Frontiers in Neuroinformatics","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Hôpital du Sacré-Cœur de Montréal; Université de Montréal","funders":"Agence Nationale de la Recherche","keywords":"Python (programming language); Computer science; Visualization; Graphical user interface; Software; Workflow; Documentation; Sleep (system call); Open source; Spectrogram; File format; Data visualization; Data mining; Artificial intelligence; Database; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001577578,0.001649167,0.001020587,0.001472593,0.0005821926,0.001637947,0.002919894,0.0005215752,0.04670156],"category_scores_gemma":[0.004432124,0.001052654,0.001450098,0.001150581,0.0005968533,0.002050389,0.003265228,0.002414743,0.02397703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057136,"about_ca_system_score_gemma":0.002480028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002239753,"about_ca_topic_score_gemma":0.003152936,"domain_scores_codex":[0.9991091,0.0001334728,0.0001271703,0.0002025677,0.0002987135,0.0001289456],"domain_scores_gemma":[0.99883,0.0003680594,0.0001195336,0.0002250166,0.0002789214,0.0001783831],"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":[0.001271491,0.0002503021,0.005263188,0.003102211,0.0004746114,0.0006635214,0.0008482793,0.008644747,0.04232042,0.01303911,0.6302141,0.293908],"study_design_scores_gemma":[0.0005919289,0.0002756743,0.0132996,0.00056443,0.0001956189,0.001379847,0.0001344575,0.132709,0.04587962,0.04201914,0.7624891,0.0004616412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004593533,0.0003651248,0.4477272,0.0003894108,0.0002745218,0.0003723286,0.04466216,0.4952766,0.00633927],"genre_scores_gemma":[0.05066491,0.000995075,0.6014317,0.00143864,0.0003484625,0.003142374,0.1047862,0.2198596,0.01733298],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.04670156,"threshold_uncertainty_score":0.1562322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08436674232967774,"score_gpt":0.3725298457374988,"score_spread":0.288163103407821,"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."}}