{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01583377,0.001960271,0.01131348,0.01036349,0.001070824,0.003703693,0.002470493,0.002382603,0.004166606],"category_scores_gemma":[0.07945201,0.001441921,0.01116801,0.01003558,0.001352611,0.003042393,0.002163328,0.001457618,0.0002982353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005596643,"about_ca_system_score_gemma":0.01618828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009814302,"about_ca_topic_score_gemma":0.02247427,"domain_scores_codex":[0.9840434,0.005945119,0.005962571,0.0009323733,0.002782713,0.000333752],"domain_scores_gemma":[0.9353558,0.04953332,0.009078791,0.0008095712,0.004735579,0.0004868757],"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":[0.0002497582,0.00002434183,0.0005879074,0.9683176,0.009234562,0.00005623937,0.0002355682,0.00005227204,0.00007963095,0.00006967509,0.0004392264,0.02065313],"study_design_scores_gemma":[0.0004107804,0.0004717318,0.004401935,0.8625882,0.1245783,0.0002414067,0.0004856189,0.0001139393,0.0002646584,0.0001429979,0.006248862,0.00005164757],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00325658,0.9940944,0.000263754,0.000192287,0.0001114208,0.001232865,0.0004680454,0.00001698442,0.0003636892],"genre_scores_gemma":[0.04432632,0.9498546,0.001536463,0.0004944128,0.0001072248,0.003166435,0.0003337836,0.00001426007,0.0001666139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01583377,"threshold_uncertainty_score":0.08373803,"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."}}