{"id":"W4321434828","doi":"10.14434/do.v16i1.35769","title":"Quality of Sleep in a Level 3 NICU","year":2023,"lang":"en","type":"article","venue":"Developmental Observer","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Sleep quality; Sleep (system call); Quality (philosophy); Medicine; Psychology; Computer science; Psychiatry; Insomnia; Operating system","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":[0.001097983,0.0002293387,0.0002963694,0.0005267891,0.0007313284,0.000862995,0.0005578062,0.0003008317,0.001048573],"category_scores_gemma":[0.003787771,0.0001269265,0.0003477736,0.0004576652,0.000339646,0.0003338359,0.001171027,0.0006350868,0.0001622108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003767682,"about_ca_system_score_gemma":0.002540322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03258051,"about_ca_topic_score_gemma":0.05528462,"domain_scores_codex":[0.998818,0.0003140638,0.00008877266,0.000132977,0.0003982797,0.0002478476],"domain_scores_gemma":[0.9973546,0.0001979674,0.0006056497,0.0001084317,0.0007905453,0.0009428486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006002215,0.000399047,0.9717452,0.00006542841,0.00004395572,0.0006968097,0.001724497,0.0002500468,0.001677568,0.0001217117,0.0008440449,0.02183143],"study_design_scores_gemma":[0.0000131778,0.001849098,0.9934331,0.00006586072,0.0000222828,0.0003701783,0.001769573,0.0006436055,0.001091531,0.00004975274,0.0006751631,0.00001672774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998675,0.00007215514,0.0001163535,0.00007111843,0.000008129222,0.00005224612,0.0002950097,0.00001156543,0.0006984968],"genre_scores_gemma":[0.9985378,0.0001008381,0.0007510277,0.00007813192,0.000005728104,0.00008791615,0.0002258792,0.000003754877,0.0002088922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03258051,"threshold_uncertainty_score":0.06478173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839534821735062,"score_gpt":0.3815690032364745,"score_spread":0.1976155210629683,"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."}}