{"id":"W2151809389","doi":"10.1186/2193-1801-2-201","title":"Comparative study of major depressive symptoms among pregnant women by employment status","year":2013,"lang":"en","type":"article","venue":"SpringerPlus","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de Santé Publique du Québec; Université de Montréal","funders":"","keywords":"Medicine; Marital status; Center for Epidemiologic Studies Depression Scale; Pregnancy; Depressive symptoms; Logistic regression; Depression (economics); Epidemiology; Multivariate analysis; Demography; Psychiatry; Population; Environmental health; Internal medicine; Cognition","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":[0.00008862896,0.0002150512,0.0005299888,0.00008282328,0.00008614751,0.00001937712,0.0001230532,0.00005874049,0.0004601868],"category_scores_gemma":[0.0000107092,0.0001720204,0.00004514824,0.0001009374,0.00007851511,0.0001254802,0.0001191282,0.000193654,0.00009690059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084537,"about_ca_system_score_gemma":0.00005080963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057775,"about_ca_topic_score_gemma":0.00003656575,"domain_scores_codex":[0.9981727,0.00008091207,0.0004700331,0.0003224282,0.0003780413,0.0005759143],"domain_scores_gemma":[0.9988571,0.0000504029,0.0002295858,0.0003795905,0.00009062979,0.00039271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004750869,0.00242553,0.9707501,0.00125692,0.0003862249,0.00004343337,0.020414,0.00001165396,0.002275027,0.00002694987,0.0002886831,0.001646429],"study_design_scores_gemma":[0.004298742,0.003436963,0.9582257,0.002592263,0.00007448814,0.00000803276,0.002286491,0.00006825154,0.02851634,0.0000398422,0.0002256842,0.0002271826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949108,0.001149644,0.000009963754,0.00003794525,0.0002342611,0.002372022,0.00001894956,0.00006138542,0.001204978],"genre_scores_gemma":[0.996668,0.00005002454,0.00003629427,0.00007240116,0.00003683253,0.0007190543,0.000007647912,0.00002349976,0.002386284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02624131,"threshold_uncertainty_score":0.7014787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532718515214351,"score_gpt":0.2921023335283757,"score_spread":0.2767751483762321,"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."}}