{"id":"W4200443194","doi":"10.2196/26665","title":"Evaluation of Repeated Web-Based Screening for Predicting Postpartum Depression: Prospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Logistic regression; Edinburgh Postnatal Depression Scale; Pregnancy; Obstetrics; Prospective cohort study; Postpartum depression; Anxiety; Depression (economics); Cohort study; Receiver operating characteristic; Psychiatry; Depressive symptoms; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004348282,0.0005367054,0.0006368525,0.001118102,0.0005520173,0.0009791758,0.0007816159,0.0008226627,0.000958232],"category_scores_gemma":[0.01043163,0.0005669165,0.001086093,0.00138681,0.0002740648,0.0006326161,0.0006321191,0.000930208,0.0003720038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004003167,"about_ca_system_score_gemma":0.0005076874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005038721,"about_ca_topic_score_gemma":0.004887163,"domain_scores_codex":[0.9976028,0.001108933,0.0002567864,0.0004640927,0.0003797779,0.0001877224],"domain_scores_gemma":[0.9936671,0.001633525,0.002181652,0.00104595,0.0008728351,0.0005988619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002861677,0.0001019647,0.9985499,0.000008832762,0.0001230687,0.00002864396,0.0000492003,0.00001813461,0.00004378032,0.00000467725,0.00004175727,0.0007438304],"study_design_scores_gemma":[0.00005924006,0.0005428758,0.9985868,0.00001044654,0.0001174329,0.0001033519,0.0001037666,0.0003454199,0.00003195037,0.00001126645,0.00008110805,0.000006292006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989237,0.0001207152,0.0001513587,0.00002252542,0.000008415363,0.00007487487,0.0005250601,0.000004421792,0.000168826],"genre_scores_gemma":[0.9987866,0.00009588313,0.0003174809,0.00002307515,0.00001136848,0.00009650428,0.0005624001,0.00000316089,0.0001035556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005038721,"threshold_uncertainty_score":0.02299619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179917794450975,"score_gpt":0.3889294616256178,"score_spread":0.347130283681108,"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."}}