{"id":"W7692620","doi":"10.5664/jcsm.26814","title":"The Visual Scoring of Sleep in Adults","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":1079,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Sleep (system call); Physical medicine and rehabilitation; Audiology","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":[0.0004151994,0.0004020768,0.0002233708,0.001725699,0.0002089656,0.0005530753,0.000311622,0.0004733309,0.003778953],"category_scores_gemma":[0.003508116,0.0001304173,0.0002126026,0.0006738,0.0002429563,0.0004130977,0.0004875015,0.0003072532,0.0006348366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834031,"about_ca_system_score_gemma":0.0002646241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005348438,"about_ca_topic_score_gemma":0.01253415,"domain_scores_codex":[0.9997116,0.00008789694,0.00004483471,0.00004169532,0.0000746008,0.0000393652],"domain_scores_gemma":[0.9989389,0.0002506814,0.0002307692,0.00005523701,0.0003569938,0.0001674772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008491922,0.0001611931,0.6362189,0.0008417384,0.0002377397,0.002501079,0.001180459,0.0006311362,0.0527662,0.0005653072,0.009400683,0.2870036],"study_design_scores_gemma":[0.00006312213,0.0005935675,0.9862705,0.000107411,0.0000431029,0.004788582,0.0005376807,0.001288251,0.004113473,0.0002829925,0.001876861,0.00003458544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639515,0.003021356,0.005360349,0.0003286334,0.0001948589,0.000333102,0.003251535,0.0002199964,0.02333865],"genre_scores_gemma":[0.9895836,0.001014614,0.003845098,0.0001573644,0.00007249599,0.0001027931,0.0007847508,0.00004216504,0.004396957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005348438,"threshold_uncertainty_score":0.01264191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065545257501028,"score_gpt":0.4765093110595274,"score_spread":0.3699547853094247,"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."}}