{"id":"W4403498984","doi":"10.21203/rs.3.rs-4917604/v1","title":"Pathways for Intergenerational Transmission of Depression: Differentiating between Positive and Negative Maternal Mental Health","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Medical Research Council; National Medical Research Council; Hope for Depression Research Foundation; National Research Foundation Singapore; National University Health System; National Research Foundation; Jacobs Foundation; JPB Foundation","keywords":"Depression (economics); Mental health; Psychology; Transmission (telecommunications); Developmental psychology; Psychiatry; Clinical psychology; Economics; Telecommunications; Computer science","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":[0.001187498,0.0004213268,0.0002235463,0.0009416501,0.0004679463,0.001778861,0.0004178876,0.0006414058,0.008469868],"category_scores_gemma":[0.006146073,0.0004014837,0.0008654919,0.0008914265,0.000482558,0.001211555,0.001495464,0.001053003,0.0004085861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004415649,"about_ca_system_score_gemma":0.0009776009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008915276,"about_ca_topic_score_gemma":0.009182806,"domain_scores_codex":[0.999415,0.0003281865,0.00001974243,0.00008061231,0.00003900254,0.0001174672],"domain_scores_gemma":[0.997574,0.001425417,0.0003552794,0.0002016119,0.0001394609,0.000304062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003834296,0.0001717283,0.9640658,0.00004832404,0.0003630386,0.0004117562,0.001395858,0.0004520782,0.0005510603,0.007675459,0.0007009273,0.02378044],"study_design_scores_gemma":[0.0000325073,0.0001178476,0.9713713,0.0001357027,0.0003087735,0.0006019712,0.004235763,0.00207475,0.0003439503,0.01975624,0.001002358,0.00001884393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866241,0.0014248,0.002304789,0.002966073,0.00003745324,0.00003107153,0.001579756,0.00002093927,0.005010925],"genre_scores_gemma":[0.99521,0.001231118,0.001383842,0.0000778881,0.00001659319,0.00003781261,0.0005025715,0.000009851807,0.001530301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008915276,"threshold_uncertainty_score":0.02833456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08090628482604881,"score_gpt":0.4277963155967836,"score_spread":0.3468900307707348,"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."}}