{"id":"W2096855299","doi":"10.2196/mhealth.2557","title":"Personal Health Technologies in Employee Health Promotion: Usage Activity, Usefulness, and Health-Related Outcomes in a 1-Year Randomized Controlled Trial","year":2013,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Teknologian Tutkimuskeskus VTT; ITEA","keywords":"Health promotion; mHealth; Usability; Medicine; Randomized controlled trial; Gerontology; Promotion (chess); Applied psychology; Psychology; Psychological intervention; Public health; Nursing; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01967119,0.0009544521,0.00710581,0.001583435,0.002352931,0.00008711024,0.0003439571,0.000914711,0.0001964123],"category_scores_gemma":[0.0009921785,0.0007561004,0.0002791643,0.001343803,0.0004998801,0.0006348602,0.0002953222,0.004004813,0.00008448806],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952559,"about_ca_system_score_gemma":0.008483994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02576932,"about_ca_topic_score_gemma":0.00764584,"domain_scores_codex":[0.9791103,0.008827546,0.005522298,0.001543831,0.0008700659,0.004125956],"domain_scores_gemma":[0.9913198,0.003118063,0.003149544,0.0006606995,0.0001610957,0.001590828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.437309,0.002694441,0.4256061,0.01769608,0.0001395878,0.00002849519,0.03708368,0.000004194989,0.000001119811,0.006986011,0.007330411,0.06512087],"study_design_scores_gemma":[0.8069701,0.002426932,0.1761074,0.001820061,0.00002022275,0.00001904618,0.00653981,0.0007477398,2.084526e-7,0.004483318,0.0003016019,0.0005635645],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7354974,0.005988079,0.000040439,0.2204598,0.0009832337,0.03617087,0.00002748747,0.0005110896,0.0003215811],"genre_scores_gemma":[0.9679431,0.01068499,0.0004110396,0.007999293,0.00017298,0.01200375,0.00005004646,0.0001161943,0.0006185639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3696612,"threshold_uncertainty_score":0.999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611490417266051,"score_gpt":0.4143789945806087,"score_spread":0.3482640904079481,"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."}}