{"id":"W2049855494","doi":"10.1097/00004691-200203000-00004","title":"Digital Tools in Polysomnography","year":2002,"lang":"en","type":"review","venue":"Journal of Clinical Neurophysiology","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Polysomnography; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005223981,0.0003945508,0.003874053,0.000837245,0.00004697674,0.0001336901,0.001501397,0.0005841597,0.0001547811],"category_scores_gemma":[0.01488564,0.0002627069,0.00245129,0.001129581,0.0005438447,0.0003990186,0.0002889536,0.003755484,0.0003762351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002076725,"about_ca_system_score_gemma":0.0002440055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.798424e-7,"about_ca_topic_score_gemma":1.107806e-7,"domain_scores_codex":[0.9922358,0.00222414,0.003816857,0.0006119008,0.0005543449,0.0005568957],"domain_scores_gemma":[0.9864122,0.01083259,0.001848611,0.0004965937,0.00009445812,0.0003154896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006734129,0.0004815085,0.00003085025,0.0004658626,0.00002740993,0.001557369,0.000002351183,0.000001802101,0.00001561803,0.00005042896,0.0003321123,0.9969674],"study_design_scores_gemma":[0.0006115945,0.00110472,0.000243478,0.001391458,0.00007996707,0.0004371625,0.000001346177,0.000007309961,0.00000418319,0.0002119032,0.9956666,0.0002402298],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003863075,0.9891366,0.000005987266,0.00009235089,0.00298525,0.0003983217,0.00005257962,0.00001935716,0.003446481],"genre_scores_gemma":[0.001622692,0.9964014,0.00001123053,0.0003329513,0.001344982,0.000006969585,0.000001702682,0.00005504521,0.0002230614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9967271,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4078524783006193,"score_gpt":0.4983098472409042,"score_spread":0.09045736894028489,"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."}}