{"id":"W2186543268","doi":"","title":"A LONGITUDINAL INVESTIGATION OF CIRCADIAN RHYTHMS AND SLEEP DISTURBANCES ACROSS THE PERINATAL PERIOD IN WOMEN AT LOW AND HIGH RISK OF POSTPARTUM DEPRESSION","year":2015,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Ministry of Research and Innovation","keywords":"Circadian rhythm; Perinatal period; Period (music); Depression (economics); Postpartum depression; Sleep (system call); Postpartum period; Longitudinal study; Medicine; Dark therapy; Psychiatry; Psychology; Pregnancy; Neuroscience; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004944703,0.0001239688,0.0002215205,0.0004917238,0.0005285363,0.0004206578,0.0002071832,0.0002589076,0.0004851366],"category_scores_gemma":[0.001295751,0.0002364116,0.0002328515,0.0006963222,0.0001212905,0.000282581,0.0003211544,0.0004073282,0.000158377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323997,"about_ca_system_score_gemma":0.0003646558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007204984,"about_ca_topic_score_gemma":0.0125419,"domain_scores_codex":[0.9998102,0.0000583194,0.0000182333,0.00003999859,0.00003020963,0.00004316354],"domain_scores_gemma":[0.9994745,0.00007778036,0.0001927901,0.00004325944,0.0001011975,0.0001106376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008676256,0.0000463698,0.9977182,0.000007256902,0.00002254659,0.00005269893,0.0004248597,0.000005795719,0.0003097288,0.000008671611,0.00003847896,0.00127858],"study_design_scores_gemma":[0.000001617861,0.0001331389,0.9992034,0.000003341157,0.0000107133,0.00006891909,0.0004486036,0.00001731227,0.00002554422,0.000003327801,0.00008294539,0.000001217603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994606,0.0001592192,0.00004140671,0.000021468,0.000002564153,0.000009004945,0.0001312923,7.052008e-7,0.0001737041],"genre_scores_gemma":[0.9991761,0.0001982535,0.0001181214,0.00002448362,0.000003416586,0.00001907792,0.0002011074,6.552817e-7,0.0002587218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007204984,"threshold_uncertainty_score":0.0143261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103888802344864,"score_gpt":0.2381962860557598,"score_spread":0.2278074058212734,"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."}}