{"id":"W2018580397","doi":"10.2196/resprot.2659","title":"Mamma Mia: A Feasibility Study of a Web-Based Intervention to Reduce the Risk of Postpartum Depression and Enhance Subjective Well-Being","year":2013,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norske Kvinners Sanitetsforening","keywords":"Postpartum depression; Medicine; Anxiety; Depression (economics); Pregnancy; Psychological intervention; Intervention (counseling); Phobias; Psychiatry; Obstetrics","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":[0.004876243,0.0006283482,0.0007958611,0.0008587603,0.001272037,0.0006653646,0.001109567,0.001081803,0.003496632],"category_scores_gemma":[0.005639448,0.0006450468,0.0006605306,0.0004414001,0.0007931598,0.001047959,0.001084575,0.001321565,0.0004167475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008325077,"about_ca_system_score_gemma":0.00360336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202413,"about_ca_topic_score_gemma":0.003490164,"domain_scores_codex":[0.997779,0.001327638,0.0001403893,0.0001629029,0.0002240761,0.0003661189],"domain_scores_gemma":[0.9973325,0.001253276,0.0002684259,0.0001602233,0.0002291598,0.0007565591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03960589,0.6627867,0.03324193,0.003565822,0.0003048917,0.0009830121,0.01113491,0.0007375858,0.009742541,0.0006633035,0.002099827,0.2351335],"study_design_scores_gemma":[0.06128461,0.7154604,0.2025642,0.0004114642,0.0003342404,0.0003850587,0.008757881,0.001623754,0.002421979,0.0003849772,0.006267928,0.0001036244],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9730612,0.00008661743,0.0006094995,0.0002350676,0.00004158673,0.02459332,0.0001915388,0.00003315919,0.001147897],"genre_scores_gemma":[0.9023399,0.0005398015,0.01211523,0.0006622717,0.0000985415,0.08243221,0.0003509572,0.00001422683,0.001446933],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.004876243,"threshold_uncertainty_score":0.02578831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07992565522663041,"score_gpt":0.4935316323983133,"score_spread":0.4136059771716829,"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."}}