{"id":"W4413207337","doi":"10.1007/978-3-031-95948-6_4","title":"Sleep Disruption in Bipolar Disorder During and After Pregnancy","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Parkwood Institute; Western University","funders":"","keywords":"Pregnancy; Sleep (system call); Bipolar disorder; Psychiatry; Medicine; Psychology; Computer science; Mood; Biology","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":[0.0001398957,0.0003536786,0.000261435,0.0005412207,0.0004977287,0.0006922755,0.0003430755,0.0008986566,0.01585393],"category_scores_gemma":[0.000344816,0.0001589634,0.0002454771,0.0004547373,0.0003389234,0.0006334408,0.0005691609,0.001135251,0.002877409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000590727,"about_ca_system_score_gemma":0.0006080122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004486608,"about_ca_topic_score_gemma":0.02457074,"domain_scores_codex":[0.9999505,0.0000141408,0.000003101087,0.000003763103,0.00002095978,0.000007430273],"domain_scores_gemma":[0.99993,0.00004574543,0.000005058222,0.00000228745,0.00000712804,0.000009724302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007204627,0.0001088478,0.0007704654,0.000769761,0.00001608368,0.001475594,0.001484414,0.0004232475,0.000857628,0.03337475,0.5520873,0.4085598],"study_design_scores_gemma":[0.00001448651,0.00009516087,0.006222529,0.001408616,0.00001175432,0.004647614,0.0009242377,0.000144952,0.0001318779,0.009445551,0.9769399,0.00001331726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005259184,0.3876489,0.001754404,0.01292687,0.01299154,0.00009006903,0.0003456053,0.00006956657,0.5789138],"genre_scores_gemma":[0.01833079,0.2316109,0.001670163,0.007567974,0.005116828,0.0001201977,0.000300086,0.00005594448,0.7352271],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01585393,"threshold_uncertainty_score":0.05303669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0068812314397967,"score_gpt":0.234272540819646,"score_spread":0.2273913093798494,"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."}}