{"id":"W4411251869","doi":"10.21203/rs.3.rs-6786612/v1","title":"Assessing the average causal effect of maternal postpartum depression diagnosis on subsequent child development at age five years: A causal analysis using the All Our Families cohort and administrative data in Alberta, Canada","year":2025,"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":"University of Calgary; University of Ottawa","funders":"","keywords":"Depression (economics); Cohort; Postpartum depression; Medicine; Causal analysis; Causal model; Demography; Psychology; Pediatrics; Pregnancy; Sociology; Economics; Risk analysis (engineering)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01331841,0.001021094,0.001352017,0.003170771,0.00208133,0.002163829,0.003281412,0.001331328,0.005719624],"category_scores_gemma":[0.02724708,0.0009904323,0.003401625,0.004784185,0.001324665,0.0008669751,0.002329409,0.00222709,0.0003663883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007882977,"about_ca_system_score_gemma":0.01948323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9655417,"about_ca_topic_score_gemma":0.9580836,"domain_scores_codex":[0.9935496,0.0029051,0.0004470384,0.001258151,0.000769408,0.001070797],"domain_scores_gemma":[0.9747769,0.01403686,0.002799838,0.00312073,0.003352154,0.001913593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003146721,0.00003938058,0.9899409,0.00004558292,0.001778075,0.0001116045,0.0001992701,0.001654726,0.00007518442,0.0007901966,0.001300722,0.003749529],"study_design_scores_gemma":[0.0001439691,0.0001027219,0.9792058,0.0001261694,0.002508793,0.0001573595,0.001096336,0.01309499,0.000147139,0.001026119,0.002339676,0.00005091964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645659,0.005355922,0.005873783,0.001746488,0.0002107722,0.0001687025,0.01906562,0.0002141036,0.002798723],"genre_scores_gemma":[0.9877387,0.001098113,0.002660319,0.0001244543,0.0000565342,0.00006676474,0.005509962,0.00004395432,0.002701277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03445828,"threshold_uncertainty_score":0.07043529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07911278768172499,"score_gpt":0.4359995173993176,"score_spread":0.3568867297175927,"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."}}