{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009297848,0.0002399917,0.0002451997,0.0003559501,0.0005684453,0.0004308593,0.0002658891,0.0002680222,0.0009434287],"category_scores_gemma":[0.001845734,0.0001884947,0.0003514106,0.0003791929,0.0001623273,0.0003196574,0.0004659702,0.0003846067,0.0001256293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001807128,"about_ca_system_score_gemma":0.000403173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343023,"about_ca_topic_score_gemma":0.02161153,"domain_scores_codex":[0.9997407,0.0001028054,0.00002024834,0.00004706829,0.00004279098,0.00004642685],"domain_scores_gemma":[0.9995505,0.00007838859,0.0001553304,0.00004495584,0.00006299121,0.0001076638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003278591,0.00002976259,0.9985897,0.000003993047,0.00002498317,0.00003244231,0.0001515945,0.00001043937,0.0001704076,0.000008013824,0.00003561141,0.0009103396],"study_design_scores_gemma":[0.000002016977,0.00006738473,0.999491,0.000003590973,0.00001497956,0.00005816516,0.0002111705,0.00006394569,0.00002766348,0.000009597989,0.00004975842,7.206521e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995968,0.00007001586,0.00009874752,0.00003377351,0.000002794189,0.00000664484,0.00009358978,0.000001061476,0.00009669315],"genre_scores_gemma":[0.999534,0.00006482912,0.0001334932,0.00002001857,0.000003895638,0.000009754541,0.0001222631,7.259775e-7,0.0001110099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343023,"threshold_uncertainty_score":0.02670413,"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."}}