{"id":"W2796767370","doi":"10.3390/ijerph15040712","title":"Analysis of Sociodemographic, Psychological, and Genetic Factors Contributing to Depressive symptoms in Pre-, Peri- and Postmenopausal Women","year":2018,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neuroticism; Anxiety; Extraversion and introversion; Clinical psychology; Depressive symptoms; Big Five personality traits; Beck Depression Inventory; Personality; Depression (economics); Openness to experience; Psychiatry; Psychology; Medicine","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":[0.0003796242,0.0001547431,0.0002299772,0.0004325834,0.0002099628,0.0002641608,0.0001526847,0.0002077545,0.000979229],"category_scores_gemma":[0.001198792,0.0001949756,0.0002778926,0.0004363502,0.0001217126,0.0001354262,0.0002133614,0.0002315747,0.0001083561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009150525,"about_ca_system_score_gemma":0.0001430076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002696461,"about_ca_topic_score_gemma":0.003888614,"domain_scores_codex":[0.9998432,0.00004518149,0.00002381508,0.00003177569,0.00002987641,0.00002597476],"domain_scores_gemma":[0.9997554,0.00004577256,0.00009174025,0.00002511462,0.00002628131,0.00005550823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000132808,0.00002542032,0.9977519,0.00001081316,0.00007904285,0.00008468584,0.0000707902,0.00001492717,0.0003858719,0.00001228584,0.00002536711,0.00140618],"study_design_scores_gemma":[0.00000315477,0.0000512982,0.9995943,0.000002385445,0.00002680715,0.0001162092,0.00008289178,0.00004498388,0.00002351945,0.00001129975,0.00004236125,7.891807e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994946,0.0002535532,0.00003769706,0.00001543312,0.000002205681,0.000005614936,0.00007418246,5.786223e-7,0.0001159973],"genre_scores_gemma":[0.9996629,0.0001312911,0.00003998035,0.00000753549,0.000002359422,0.000005046165,0.00007417323,4.024361e-7,0.00007629587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002696461,"threshold_uncertainty_score":0.005361497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396894406996994,"score_gpt":0.4077272556080339,"score_spread":0.3637583115380639,"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."}}