{"id":"W4229363376","doi":"10.1161/circulationaha.122.059715","title":"Opportunities and Challenges of Mobile Health Tools to Promote Health Behaviors","year":2022,"lang":"en","type":"letter","venue":"Circulation","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01377971,0.0008046957,0.0009483005,0.001031544,0.009026718,0.01146316,0.002358446,0.0791076,0.02581521],"category_scores_gemma":[0.03300272,0.0009530862,0.001474904,0.000810163,0.007276346,0.01115093,0.004830143,0.04319373,0.0084659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005545676,"about_ca_system_score_gemma":0.01368606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02111382,"about_ca_topic_score_gemma":0.05283038,"domain_scores_codex":[0.9866015,0.005386753,0.0008869113,0.001112036,0.004115702,0.001897124],"domain_scores_gemma":[0.9453357,0.03945128,0.001954859,0.000896475,0.005482012,0.006879556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006993119,0.0001741016,0.001387497,0.0001540372,0.0000123259,0.002263529,0.001864602,0.00007455205,0.0005665094,0.02171244,0.9326513,0.03906919],"study_design_scores_gemma":[0.00008693493,0.0001222877,0.001142198,0.000633294,0.00001704337,0.001337373,0.004420667,0.0005822464,0.00015416,0.01563321,0.9758031,0.00006740265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003721386,0.0006234081,0.0001220254,0.9910111,0.002079915,0.00001102402,0.00001844143,0.00001278237,0.005749168],"genre_scores_gemma":[0.00662118,0.002244918,0.0009029733,0.9495753,0.01852628,0.0001278824,0.00002555396,0.0000431417,0.02193284],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0791076,"threshold_uncertainty_score":0.08636051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2403570373345918,"score_gpt":0.4367627072779165,"score_spread":0.1964056699433247,"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."}}