{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006641689,0.0001173693,0.0003128077,0.0002678081,0.00002587847,0.000005468029,0.0001308996,0.00007610484,0.0004420217],"category_scores_gemma":[0.0003002585,0.000109124,0.00007346762,0.001130336,0.00008750839,0.0000924678,0.0002014703,0.0001797023,0.0005277718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742413,"about_ca_system_score_gemma":0.00009049092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002450285,"about_ca_topic_score_gemma":0.0001904729,"domain_scores_codex":[0.9983315,0.00006829557,0.0004468309,0.000255114,0.0005618401,0.0003364146],"domain_scores_gemma":[0.9994626,0.0001051502,0.00005710665,0.0001765634,0.00009446778,0.0001041167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001704627,0.0001417173,0.9347535,0.0001555951,0.00006865189,0.00008381162,0.0005783375,0.000002250811,0.04748642,0.0003441526,0.0003421187,0.01587295],"study_design_scores_gemma":[0.001877535,0.00003412896,0.9751106,0.00003414377,0.00000333417,0.000008020217,0.0006235248,0.00009311722,0.02144855,0.0001090296,0.0005467823,0.0001112228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951944,0.00002282547,0.00001728619,0.0003238929,0.0001004287,0.0003126853,0.00002421457,0.0000505477,0.003953753],"genre_scores_gemma":[0.9951944,0.000006377718,0.003219211,0.0001046497,0.00001793703,0.00002900433,0.00007641799,0.00002036999,0.001331608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04035708,"threshold_uncertainty_score":0.6783615,"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."}}