{"id":"W7133088548","doi":"","title":"Enhancing Cognition by using Low-cost In-home Portable Sleep Equipment: A Feasibility Study","year":2019,"lang":"","type":"dissertation","venue":"TSpace","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Polysomnography; Obstructive sleep apnea; Sleep (system call); Sleep apnea; Cognition; Breathing; Gold standard (test)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003171903,0.00100691,0.0005868901,0.0006966621,0.0008058355,0.0006689226,0.0007014979,0.0009518077,0.003462918],"category_scores_gemma":[0.004452952,0.0004022442,0.0008657521,0.0003154505,0.0006675145,0.001040643,0.0005831192,0.00105378,0.0008754151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004391973,"about_ca_system_score_gemma":0.001646471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002178393,"about_ca_topic_score_gemma":0.002837119,"domain_scores_codex":[0.9988706,0.0005840861,0.00007759767,0.0001018701,0.0002009372,0.000164977],"domain_scores_gemma":[0.9978441,0.0008280574,0.0002476929,0.0001556396,0.000377667,0.0005469134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.03420592,0.6186655,0.1531948,0.001657635,0.0004031486,0.002563559,0.004558882,0.0004571174,0.02004153,0.0005514139,0.001786265,0.1619142],"study_design_scores_gemma":[0.01007526,0.7148366,0.2621489,0.0001890745,0.0004340971,0.00117367,0.003457955,0.001541035,0.002261326,0.0003598939,0.003426127,0.0000961659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960837,0.0001223725,0.0005166162,0.000135154,0.00001898881,0.002000248,0.0001020609,0.00000850253,0.001012281],"genre_scores_gemma":[0.9869017,0.000693766,0.00622377,0.0004946371,0.00009535185,0.0039963,0.0002996212,0.00001014507,0.001284807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003462918,"threshold_uncertainty_score":0.01677483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253706199228675,"score_gpt":0.3964943411576215,"score_spread":0.3539572791653348,"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."}}