{"id":"W1906937166","doi":"10.2196/resprot.4858","title":"An Internet-Based Intervention (Mamma Mia) for Postpartum Depression: Mapping the Development from Theory to Practice","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Intervention mapping; The Internet; Postpartum depression; Psychology; Protocol (science); Medicine; Pregnancy; Developmental psychology; Applied psychology; Psychiatry; Computer science; World Wide Web; Alternative 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":[0.01237489,0.0005138238,0.0005991679,0.003056692,0.0006984726,0.001614171,0.001572261,0.0008421643,0.001435641],"category_scores_gemma":[0.02632383,0.0003070163,0.0006151578,0.00175218,0.001577766,0.001827003,0.00225922,0.001150749,0.0001792953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003088721,"about_ca_system_score_gemma":0.009789001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172235,"about_ca_topic_score_gemma":0.002818004,"domain_scores_codex":[0.9882776,0.00960636,0.0005790929,0.0004331885,0.0008856441,0.00021825],"domain_scores_gemma":[0.9796367,0.0178787,0.0008596906,0.0005391848,0.0007265672,0.0003591637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002139174,0.001969553,0.004738342,0.01887909,0.0001046984,0.0001649179,0.01519934,0.0006308403,0.0008819823,0.007788991,0.001803663,0.9476247],"study_design_scores_gemma":[0.003649224,0.03338798,0.1909789,0.3582622,0.003749474,0.003101342,0.08434979,0.01285752,0.01460343,0.04246105,0.2521636,0.0004355329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6235688,0.1586584,0.09675494,0.03358488,0.001112249,0.0313881,0.0005289091,0.0006553527,0.05374827],"genre_scores_gemma":[0.5585106,0.07356156,0.3408178,0.002702398,0.0001118927,0.02292551,0.0002086809,0.00003942694,0.001122126],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01237489,"threshold_uncertainty_score":0.06544548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3351074593468434,"score_gpt":0.5557485905793985,"score_spread":0.2206411312325551,"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."}}