{"id":"W2762189095","doi":"10.2196/mhealth.6640","title":"A Call to Digital Health Practitioners: New Guidelines Can Help Improve the Quality of Digital Health Evidence","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; mHealth; Psychological intervention; Digital health; Context (archaeology); Quality (philosophy); Medical education; Health care; Medicine; Psychology; Nursing; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4115917,0.003352803,0.008182622,0.03094343,0.006517245,0.03284874,0.01835016,0.0498439,0.01729265],"category_scores_gemma":[0.7334846,0.005199128,0.01088442,0.01999177,0.01783958,0.07259619,0.02829869,0.05430579,0.01388726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0155299,"about_ca_system_score_gemma":0.1055404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009092686,"about_ca_topic_score_gemma":0.01777567,"domain_scores_codex":[0.5520942,0.2663087,0.1133065,0.008527576,0.05427619,0.005486743],"domain_scores_gemma":[0.1137448,0.5153889,0.05370419,0.05262122,0.2389969,0.02554403],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001203903,0.0002523006,0.0008285997,0.02102763,0.0003122552,0.0003141387,0.00398977,0.0004475747,0.0003884967,0.02168055,0.721646,0.2289923],"study_design_scores_gemma":[0.0003507609,0.0001154336,0.000904862,0.1020991,0.0003604799,0.0003901765,0.003465336,0.0007460371,0.0003165991,0.05686044,0.8340851,0.00030579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002517447,0.03589771,0.0208858,0.8988811,0.03605681,0.002220973,0.0004403042,0.0008605756,0.004505107],"genre_scores_gemma":[0.006910871,0.07408994,0.454755,0.4162999,0.02971206,0.01126953,0.001532526,0.0009787263,0.004451413],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5884083,"threshold_uncertainty_score":0.7256122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2880479224751262,"score_gpt":0.5694764098231972,"score_spread":0.2814284873480711,"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."}}