{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005368552,0.0001684781,0.0002134904,0.0001691724,0.000225017,0.0001446735,0.0004361163,0.0001059588,0.0001236844],"category_scores_gemma":[0.0008736455,0.0001136263,0.0000689791,0.0002028561,0.00007183477,0.0002423824,0.0001936154,0.000496985,0.0002022463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00029245,"about_ca_system_score_gemma":0.0004589761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007370554,"about_ca_topic_score_gemma":0.00002785232,"domain_scores_codex":[0.9964828,0.001140457,0.0004803954,0.0004402534,0.0008769943,0.0005790392],"domain_scores_gemma":[0.9973052,0.0007536814,0.000129292,0.0006038622,0.0005934807,0.000614489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2544934,0.01330915,0.06771055,0.02845887,0.0004192209,0.0003938011,0.04564173,0.00003496425,0.005212371,0.002424159,0.04691239,0.5349894],"study_design_scores_gemma":[0.005830336,0.004502788,0.01638758,0.04315407,0.000007985749,0.00002335648,0.001816478,0.0004084276,0.08168433,0.0009832263,0.84496,0.0002414182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04868255,0.0001140761,0.03146734,0.008362952,0.0001625567,0.9096622,0.0000311314,0.0001930189,0.001324108],"genre_scores_gemma":[0.08308134,1.819925e-7,0.01577093,0.001083271,0.0002923549,0.8973753,0.00006242001,0.00003939945,0.002294795],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7980476,"threshold_uncertainty_score":0.4633548,"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."}}