{"id":"W4388916832","doi":"10.2196/48960","title":"Digital Health Needs and Preferences During Pregnancy and the Postpartum Period: Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Pregnancy; Mental health; Psychology; Medicine; Digital health; Nursing; Health care; Family medicine; Medical education; Psychiatry; Political science","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":[0.009772029,0.0004455377,0.0009031317,0.001919579,0.002518825,0.002313261,0.001011365,0.0009420953,0.002895451],"category_scores_gemma":[0.01198506,0.0008207917,0.0009915946,0.002295012,0.0009212444,0.002113255,0.002176745,0.001128079,0.0004957204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002060184,"about_ca_system_score_gemma":0.002505487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007716087,"about_ca_topic_score_gemma":0.01377158,"domain_scores_codex":[0.9960656,0.002071102,0.0004845413,0.0003889565,0.0004801218,0.0005097319],"domain_scores_gemma":[0.9935966,0.003495265,0.001126141,0.00037242,0.0009480072,0.0004614701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006955086,0.002975073,0.6596953,0.001699147,0.0002910906,0.001620176,0.2768991,0.0001067307,0.0009300802,0.00105926,0.001713374,0.05231506],"study_design_scores_gemma":[0.00009492692,0.003348402,0.4203623,0.001226292,0.0002065633,0.001139854,0.5644062,0.0005566941,0.0007443871,0.0006886334,0.007141712,0.00008411405],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955252,0.0005515869,0.0007177294,0.0001727532,0.00001411944,0.00104221,0.0005727196,0.000005914171,0.001397709],"genre_scores_gemma":[0.9872416,0.001402223,0.003299247,0.0006919526,0.00002820238,0.005443215,0.0004813425,0.00001002528,0.001402037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009772029,"threshold_uncertainty_score":0.05168009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07960661107531142,"score_gpt":0.4622858263891988,"score_spread":0.3826792153138874,"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."}}