{"id":"W4394713983","doi":"10.47626/2237-6089-2024-0804","title":"Exploring protective factors in a high-risk subsample: the pivotal role of paternal support in preventing depression in a cohort of young adults","year":2024,"lang":"en","type":"article","venue":"Trends in Psychiatry and Psychotherapy","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Depression (economics); Major depressive disorder; Cohort; Medicine; Environmental health; Psychiatry; Demography; Clinical psychology; Psychology; Internal medicine; Mood","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":[0.0004990862,0.0001694587,0.0003381702,0.0004906153,0.00002165548,0.000007793512,0.00008606734,0.00008192266,0.00007243348],"category_scores_gemma":[0.000003100693,0.0001205312,0.00005800513,0.0005200342,0.00003950324,0.0001361996,0.000007414872,0.0004612182,3.767462e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002930563,"about_ca_system_score_gemma":0.00003423143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004915073,"about_ca_topic_score_gemma":0.005155318,"domain_scores_codex":[0.9984663,0.0001488144,0.0006255961,0.0003180522,0.0001820931,0.0002591538],"domain_scores_gemma":[0.9995729,0.00006138343,0.0001351575,0.0001773684,0.000008065454,0.00004516164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002605823,0.0004001813,0.9634967,0.001151634,0.00002477183,0.000009529942,0.01074353,0.000008105251,0.0001410667,0.0000991268,0.000001097848,0.02131839],"study_design_scores_gemma":[0.002563214,0.0005068252,0.9810369,0.01205386,0.000009565203,0.00001572026,0.0005287104,0.0001218542,0.00137703,0.001674098,0.00001142517,0.0001008009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949044,0.003537388,0.000007558468,0.0001007155,0.0007063097,0.0005414371,0.00002851302,0.00001352165,0.0001601624],"genre_scores_gemma":[0.9965006,0.003067796,0.0001032065,0.00001467552,0.00005473255,0.0001891971,0.000008470275,0.00002123147,0.00004013175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02121759,"threshold_uncertainty_score":0.7430152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503975635266568,"score_gpt":0.3084938437360821,"score_spread":0.2834540873834164,"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."}}