{"id":"W1997817743","doi":"10.1186/1472-6955-8-8","title":"Women with postpartum depression: \"my husband\" stories","year":2009,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mental Health Association; University of Sudbury; Laurentian University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Narrative; Vulnerability (computing); Postpartum depression; Postpartum period; Wife; Nursing research; Medicine; Perception; Psychology; Developmental psychology; Clinical psychology; Nursing; Pregnancy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009623074,0.0001449149,0.0002239033,0.00005600589,0.0001568517,0.00002306303,0.00005902575,0.00005904604,0.00009282211],"category_scores_gemma":[0.00001265309,0.000107956,0.00002483215,0.00009901767,0.00005438607,0.0001111026,0.000006136258,0.0001542014,0.00002669914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768311,"about_ca_system_score_gemma":0.00008936102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006237482,"about_ca_topic_score_gemma":0.000001781832,"domain_scores_codex":[0.9989131,0.00003177227,0.000175448,0.0002213954,0.0002447322,0.0004135713],"domain_scores_gemma":[0.9993731,0.00002461892,0.00006449331,0.0002411773,0.00003592787,0.0002607194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0657406,0.003666179,0.6452847,0.009775799,0.000130476,0.001100647,0.06482943,0.00005108053,0.005295674,0.003707316,0.003611921,0.1968062],"study_design_scores_gemma":[0.003380231,0.003266903,0.9411492,0.02647343,0.00007010713,0.001017986,0.001846484,0.00005166395,0.01801627,0.0009076204,0.003430136,0.000389994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846275,0.001308311,0.0002347428,0.0009969191,0.0004143302,0.0003055035,0.00000246175,0.0001302588,0.01197991],"genre_scores_gemma":[0.9954681,0.0000252905,0.00163209,0.0003945625,0.0002697863,0.00001570571,0.000006101701,0.00001593523,0.002172409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2958645,"threshold_uncertainty_score":0.4402319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486478665606746,"score_gpt":0.3097805297647244,"score_spread":0.2849157431086569,"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."}}