{"id":"W4210748789","doi":"10.2196/35320","title":"Lessons Learned Recruiting and Retaining Pregnant and Postpartum Individuals in Digital Trials: Viewpoint","year":2022,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Nursing Research; National Institutes of Health","keywords":"Psychological intervention; Clinical trial; Breastfeeding; Medicine; Postpartum depression; Digital health; Psychology; Nursing; Health care; Pregnancy; Political science; Pediatrics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2338413,0.001488039,0.0023862,0.002335859,0.007783592,0.01892726,0.009050302,0.02430217,0.01023541],"category_scores_gemma":[0.5149621,0.001180573,0.003231467,0.002375846,0.02633871,0.02761582,0.01104108,0.04757564,0.003954173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01569063,"about_ca_system_score_gemma":0.06459823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357224,"about_ca_topic_score_gemma":0.02421878,"domain_scores_codex":[0.7072368,0.2406441,0.01451855,0.007381966,0.02402648,0.006192104],"domain_scores_gemma":[0.405995,0.4930289,0.01067382,0.01435472,0.05196251,0.02398499],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002417779,0.0003122968,0.001248295,0.01091963,0.0001819698,0.001250487,0.03992736,0.0004496204,0.0003416626,0.04574542,0.7164603,0.1829211],"study_design_scores_gemma":[0.0004601834,0.0006363047,0.001113405,0.02958749,0.0002589413,0.001566842,0.04537596,0.0006875223,0.0007911387,0.06543545,0.8537938,0.0002930913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00058667,0.01571115,0.001722139,0.9652981,0.01339607,0.0002211735,0.00006705849,0.00007118339,0.002926405],"genre_scores_gemma":[0.01752536,0.02099709,0.009228054,0.9306301,0.0173198,0.001088999,0.00004506528,0.0001423612,0.003023184],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7661587,"threshold_uncertainty_score":0.94481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2035488769323604,"score_gpt":0.4692420609986271,"score_spread":0.2656931840662667,"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."}}