{"id":"W2802157421","doi":"10.2196/mhealth.8834","title":"The Usability and Effectiveness of Mobile Health Technology–Based Lifestyle and Medical Intervention Apps Supporting Health Care During Pregnancy: Systematic Review","year":2018,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":227,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus Medisch Centrum","keywords":"mHealth; Usability; MEDLINE; Cochrane Library; Health care; Systematic review; Medicine; Health technology; Psychological intervention; Family medicine; Medical education; Nursing; Computer science; Meta-analysis","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01784727,0.0009607259,0.006828525,0.0005491918,0.004767911,0.00002853349,0.0006279066,0.001132824,0.00002274903],"category_scores_gemma":[0.002280557,0.0006682065,0.0003382462,0.00123212,0.0009011129,0.0001180581,0.0005021302,0.002799532,0.00001625684],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445164,"about_ca_system_score_gemma":0.01376794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006425997,"about_ca_topic_score_gemma":0.0007142386,"domain_scores_codex":[0.9764926,0.01043167,0.007988194,0.001691575,0.0008971795,0.002498743],"domain_scores_gemma":[0.9824051,0.004462942,0.008223103,0.001711719,0.0005330995,0.002663983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003311921,0.00009566988,0.0003524848,0.7337625,0.00003187576,0.000001262518,0.0003316593,1.032732e-8,5.742521e-9,0.0005230752,0.0001770326,0.2646913],"study_design_scores_gemma":[0.001244911,0.001345765,0.0005172211,0.9041654,0.0004666305,0.00008428069,0.001192984,0.0000131142,7.190433e-8,0.00008365877,0.09051189,0.0003740226],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006762006,0.9392053,0.000061218,0.002027061,0.0003959843,0.05709813,0.0002824566,0.0002285641,0.00002501044],"genre_scores_gemma":[0.001850301,0.9231333,0.0001598654,0.001051121,0.0001760701,0.07320885,0.0002693864,0.0001248964,0.00002622366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2643173,"threshold_uncertainty_score":0.9995769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05263801915452374,"score_gpt":0.5062273145519751,"score_spread":0.4535892953974514,"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."}}