{"id":"W3127328447","doi":"10.26443/mjm.v7i1.529","title":"Postpartum Depression: Making the Case for Routine Screening","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Depression (economics); Postpartum depression; Psychiatry; Intensive care medicine; Family medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01042157,0.0004265606,0.0009325859,0.0007621737,0.002518019,0.002042379,0.0024196,0.01014777,0.02017235],"category_scores_gemma":[0.07717235,0.0003047521,0.0007482073,0.0005591963,0.001915415,0.004731469,0.002805492,0.008416725,0.004953186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454422,"about_ca_system_score_gemma":0.009963551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149447,"about_ca_topic_score_gemma":0.02537405,"domain_scores_codex":[0.9899591,0.003808298,0.001712821,0.0007793461,0.002419998,0.001320499],"domain_scores_gemma":[0.9242592,0.03174507,0.008233554,0.005985955,0.01538123,0.01439492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004800966,0.0001484572,0.03043238,0.0009760727,0.00005663157,0.005457592,0.000535568,0.00008325897,0.001058681,0.004159058,0.726802,0.2298103],"study_design_scores_gemma":[0.0003659882,0.0004486076,0.08346136,0.0310212,0.0002195317,0.02469683,0.006674615,0.0008251242,0.0007814057,0.03474457,0.81655,0.0002107641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005058756,0.00903405,0.001133229,0.9341789,0.01384648,0.0001045379,0.0001779998,0.0001086185,0.03635754],"genre_scores_gemma":[0.1516958,0.03075589,0.006754244,0.7579076,0.03967914,0.0004847609,0.0004655972,0.000227778,0.01202932],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02017235,"threshold_uncertainty_score":0.06748325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08644666418545185,"score_gpt":0.3572110078264978,"score_spread":0.270764343641046,"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."}}