{"id":"W2782297289","doi":"10.2196/mhealth.8719","title":"Importance of Active Participation in Obesity Management Through Mobile Health Care Programs: Substudy of a Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overweight; Weight loss; Medicine; Randomized controlled trial; Physical therapy; Obesity; mHealth; Weight management; Anthropometry; Mobile phone; Intervention (counseling); Gerontology; Family medicine; Psychological intervention; Nursing; Surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006639458,0.002017051,0.005899081,0.001115718,0.001191132,0.001708235,0.001081736,0.003240437,0.007110022],"category_scores_gemma":[0.009141687,0.0008261104,0.007428577,0.001264093,0.001268358,0.001718757,0.001051101,0.003303581,0.0006261026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353913,"about_ca_system_score_gemma":0.00192109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776823,"about_ca_topic_score_gemma":0.004629329,"domain_scores_codex":[0.9947698,0.003152981,0.0007317186,0.0004946841,0.0003686154,0.0004823785],"domain_scores_gemma":[0.9945366,0.002293828,0.001446069,0.0004647647,0.000539635,0.0007190365],"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":[0.9600384,0.01099041,0.002637327,0.004264058,0.01076533,0.00004185393,0.0001086861,0.0001617362,0.0004158442,0.00008612738,0.0005390333,0.009951213],"study_design_scores_gemma":[0.9346807,0.04758988,0.00633601,0.00054794,0.009556311,0.00002102196,0.00006550804,0.0003227129,0.0001969648,0.0001235649,0.0005386848,0.00002075673],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154867,0.02355047,0.001798358,0.001420283,0.002215281,0.04886467,0.002933205,0.0002781081,0.003452905],"genre_scores_gemma":[0.9081718,0.006739305,0.003600766,0.001516009,0.001712678,0.07520388,0.001521371,0.00002718737,0.001506955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007110022,"threshold_uncertainty_score":0.03511328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06294239265070488,"score_gpt":0.4873580439903808,"score_spread":0.4244156513396759,"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."}}