{"id":"W4292641054","doi":"10.1136/bmjopen-2021-060558","title":"Sleep patterns and intraindividual sleep variability in mothers and fathers at 6 months postpartum: a population-based, cross-sectional study","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Sleep and related disorders","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières; McGill University; Hôpital Rivière-des-Prairies; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"Fonds de Recherche du Québec - Santé; Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Actigraphy; Medicine; Sleep (system call); Cross-sectional study; Nocturnal; Insomnia; Population; Sleep diary; Sleep onset; Postpartum period; Pediatrics; Demography; Pregnancy; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006180445,0.0002070785,0.0002232963,0.0004206931,0.000401152,0.0003294431,0.0002428922,0.0002613236,0.0006919453],"category_scores_gemma":[0.001288719,0.0003091962,0.000218673,0.000381796,0.000170397,0.0002877539,0.0002290911,0.0002530784,0.0001492486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002212328,"about_ca_system_score_gemma":0.0002074073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009594746,"about_ca_topic_score_gemma":0.01546014,"domain_scores_codex":[0.9996883,0.00009068965,0.00002717912,0.00007770002,0.00007830674,0.00003795224],"domain_scores_gemma":[0.999375,0.0001202521,0.0002426766,0.00004306883,0.000101628,0.0001173489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004061631,0.00002617888,0.9988341,0.000003538118,0.00001899015,0.00003239407,0.0002046103,0.000005189406,0.0002028098,0.000002120713,0.00001932608,0.0006102367],"study_design_scores_gemma":[0.000002058309,0.0001080448,0.9993825,0.000002014763,0.000007408481,0.000108933,0.0002980493,0.00002458926,0.00002275354,0.00000142155,0.00004111866,0.000001110016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996377,0.00008731058,0.00007483491,0.000005717693,0.000001574318,0.000006711105,0.00009567689,0.000001310998,0.00008915252],"genre_scores_gemma":[0.999401,0.00008988318,0.0001702819,0.00001485919,0.00000378767,0.00001474364,0.0001674309,0.000001166128,0.0001368181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009594746,"threshold_uncertainty_score":0.01907778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786853534977219,"score_gpt":0.3691319394773008,"score_spread":0.3312634041275286,"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."}}