{"id":"W2944559381","doi":"10.1080/01494929.2019.1610136","title":"Marital quality and depression: a review","year":2019,"lang":"en","type":"review","venue":"Marriage & Family Review","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Canadian Institutes of Health Research","keywords":"Moderation; Psychology; Depression (economics); Association (psychology); Marital status; Clinical psychology; Longitudinal study; Developmental psychology; Gerontology; Demography; Social psychology; Medicine; Population; Psychotherapist; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00251632,0.0009479021,0.005404651,0.0001246489,0.0001400341,0.00004886826,0.000690186,0.0007195548,0.002238882],"category_scores_gemma":[0.0003229626,0.0006746419,0.001326116,0.000623791,0.0001115457,0.0001201745,0.0004137184,0.001254578,0.004142222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044746,"about_ca_system_score_gemma":0.0001738638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001665073,"about_ca_topic_score_gemma":0.00000179112,"domain_scores_codex":[0.9932418,0.002289722,0.002271441,0.001208723,0.0004350007,0.0005533117],"domain_scores_gemma":[0.9956214,0.0007401881,0.001381877,0.001921651,0.00009892105,0.0002359974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001254674,0.00003157728,0.0001097283,0.3559884,0.0001755283,0.00002113774,0.000006392873,1.574332e-9,2.841755e-9,0.0007382635,0.04007642,0.6028513],"study_design_scores_gemma":[0.000127534,0.00001752727,0.0002111475,0.3443319,0.003626724,0.00007895177,0.000004033906,1.54503e-7,1.401589e-10,0.00002801623,0.6510727,0.0005012643],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.34358e-7,0.9366558,0.00004549849,0.0001838828,0.00184231,0.005301276,0.0001413718,0.0001122177,0.05571755],"genre_scores_gemma":[1.246896e-7,0.9810964,0.0001353315,0.004321618,0.0003073131,0.0007931245,0.0007737014,0.0001264768,0.01244587],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6109963,"threshold_uncertainty_score":0.9995705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2031279718696254,"score_gpt":0.5316839765198871,"score_spread":0.3285560046502617,"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."}}