{"id":"W3086612152","doi":"10.2196/21874","title":"Assessment of mHealth Interventions: Need for New Studies, Methods, and Guidelines for Study Designs","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Usability; Psychological intervention; Intervention (counseling); Health care; Software; Computer science; Psychology; Medicine; Knowledge management; Applied psychology; Medical education; Nursing; Human–computer interaction","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":[0.8338263,0.004773523,0.02291613,0.01286029,0.007978221,0.02266295,0.0151339,0.0137787,0.005519577],"category_scores_gemma":[0.8023682,0.005777608,0.008441264,0.00979047,0.02405409,0.04743097,0.01163674,0.02070655,0.002252605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02638065,"about_ca_system_score_gemma":0.093509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514923,"about_ca_topic_score_gemma":0.03906089,"domain_scores_codex":[0.1746868,0.6720374,0.09610791,0.009399126,0.04607314,0.001695491],"domain_scores_gemma":[0.04857876,0.8390613,0.02144047,0.03569624,0.05206932,0.00315397],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003029744,0.003824353,0.01159157,0.1345872,0.004855059,0.0003396222,0.009099539,0.001616127,0.001105154,0.05523641,0.02944687,0.7452683],"study_design_scores_gemma":[0.01016412,0.01019109,0.02999013,0.5626123,0.01022012,0.0009415564,0.01968438,0.01083582,0.003544522,0.1979064,0.1420031,0.001906651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006527895,0.3347155,0.3550518,0.1365461,0.01964595,0.1355528,0.001332705,0.001027726,0.009599558],"genre_scores_gemma":[0.02368927,0.03483837,0.7707213,0.02406198,0.003173639,0.1421548,0.0004230336,0.0001958861,0.0007416807],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1661737,"threshold_uncertainty_score":0.2049218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5505876065536024,"score_gpt":0.678773298286544,"score_spread":0.1281856917329416,"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."}}