{"id":"W4399535867","doi":"10.2196/53786","title":"Predictors of Participation in a Perinatal Text Message Screening Protocol for Maternal Depression and Anxiety: Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Douglas College; McGill University; McGill University Health Centre","funders":"National Center for Advancing Translational Sciences; Fonds de Recherche du Québec - Santé; Ludmer Centre for Neuroinformatics and Mental Health; Canada First Research Excellence Fund; National Alliance for Research on Schizophrenia and Depression; Canadian Institute for Advanced Research","keywords":"Anxiety; Edinburgh Postnatal Depression Scale; Depression (economics); Population; Medicine; Psychiatry; Cohort; Pregnancy; Clinical psychology; Psychology; Depressive symptoms; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.005603866,0.0003297617,0.000307717,0.0006943353,0.0005623279,0.0009295413,0.001013337,0.0007053763,0.001530172],"category_scores_gemma":[0.02082344,0.0004526831,0.0005334444,0.001340642,0.0003091136,0.0006897759,0.0005955396,0.001159543,0.0002302831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000758879,"about_ca_system_score_gemma":0.00117995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02756683,"about_ca_topic_score_gemma":0.02360442,"domain_scores_codex":[0.9967889,0.001378291,0.0003282078,0.0004785848,0.0006630464,0.0003629971],"domain_scores_gemma":[0.9911669,0.002532819,0.004060589,0.0007330987,0.0007394008,0.0007672217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001232679,0.0001237889,0.9980528,0.00001401492,0.00004105135,0.00003806127,0.0001773243,0.00001321099,0.0000435189,0.00001629202,0.0001696701,0.001187001],"study_design_scores_gemma":[0.00002114317,0.0003186971,0.9985983,0.00003077857,0.00004050832,0.0000802142,0.0003615757,0.000327394,0.00003367665,0.00001749227,0.0001634966,0.000006840045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984168,0.0002036032,0.0001603002,0.00009098076,0.00001219616,0.0002197972,0.0006099541,0.000004450734,0.0002819457],"genre_scores_gemma":[0.9981902,0.0001983053,0.0004327903,0.0001018686,0.0000180612,0.0002786319,0.0005574723,0.000004430766,0.0002182631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02756683,"threshold_uncertainty_score":0.05481273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208439359029554,"score_gpt":0.3594804903202448,"score_spread":0.3386365544172894,"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."}}