{"id":"W2119701512","doi":"10.2196/mhealth.3949","title":"Effectiveness of 6 Months of Tailored Text Message Reminders for Obese Male Participants in a Worksite Weight Loss Program: Randomized Controlled Trial","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea District Heating Corporation; Seoul National University Bundang Hospital","keywords":"Weight loss; Randomized controlled trial; Overweight; Medicine; Weight management; Body mass index; Physical therapy; Psychological intervention; Short Message Service; Health promotion; Intervention (counseling); Obesity; Nursing; Public health; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.01845808,0.0004340744,0.004114582,0.0004999547,0.0004235068,0.000007445437,0.00026563,0.0006032141,0.00004022431],"category_scores_gemma":[0.002480421,0.0003390144,0.0003019711,0.00077584,0.0004153599,0.000148506,0.00007919314,0.0008225671,0.000009130615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391961,"about_ca_system_score_gemma":0.005279947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216223,"about_ca_topic_score_gemma":0.0005381949,"domain_scores_codex":[0.9877268,0.004982147,0.004050317,0.0007394014,0.0005528244,0.001948494],"domain_scores_gemma":[0.9863393,0.008064781,0.002443403,0.0006515236,0.000664705,0.001836247],"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":[0.9537145,0.001324029,0.01069054,0.01747746,0.00005912331,0.000002415949,0.002502093,0.00001553477,0.000008294112,0.005839134,0.0009194189,0.007447444],"study_design_scores_gemma":[0.9801368,0.001636699,0.008525529,0.001423749,0.0002284492,0.000001928155,0.001135175,0.002328552,0.000009793966,0.002589662,0.001737791,0.0002459339],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8979161,0.00380926,0.0005665495,0.001482256,0.0008348027,0.09407198,0.00008180744,0.00008908765,0.001148193],"genre_scores_gemma":[0.8607495,0.002004228,0.001052225,0.000338594,0.0002134499,0.1352924,0.00008159411,0.0000541688,0.0002138195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04122042,"threshold_uncertainty_score":0.9999062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08395174161817344,"score_gpt":0.4687422149968626,"score_spread":0.3847904733786892,"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."}}