{"id":"W2742107526","doi":"10.2196/ijmr.7860","title":"Short-Term Efficacy of an Innovative Mobile Phone Technology-Based Intervention for Weight Management for Overweight and Obese Adolescents: Pilot Study","year":2017,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; National Center for Advancing Translational Sciences; University of California, San Francisco; American Nurses Foundation","keywords":"Overweight; Weight management; Mobile phone; Obesity; Primary care; Medicine; Intervention (counseling); Weight loss; Family medicine; Phone; Gerontology; Physical therapy; Nursing; Engineering; Internal medicine","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":[0.00343849,0.0009580257,0.001114567,0.0007016339,0.0005816214,0.0004818311,0.0007098659,0.001044267,0.002049128],"category_scores_gemma":[0.004678835,0.0004988213,0.001092961,0.0003200068,0.0005605502,0.0006006932,0.0006174365,0.001370065,0.0003767832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004425375,"about_ca_system_score_gemma":0.001200407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432836,"about_ca_topic_score_gemma":0.001961997,"domain_scores_codex":[0.9985132,0.0007736523,0.0001412777,0.0001486706,0.0002230755,0.0002001719],"domain_scores_gemma":[0.9970324,0.001303507,0.0004376783,0.0002163004,0.0002691573,0.0007409756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1189381,0.6541963,0.04938181,0.001418201,0.0008729789,0.0005640642,0.002774243,0.0008759594,0.0142241,0.0001010452,0.0009251645,0.1557281],"study_design_scores_gemma":[0.04575801,0.8315589,0.1182766,0.00007885289,0.0003531741,0.00009123867,0.0004262488,0.0008320507,0.001859489,0.00003786182,0.0007049555,0.00002263413],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974602,0.00006041328,0.0001482368,0.00003622186,0.00002557466,0.001865584,0.0000927735,0.00001810873,0.0002928484],"genre_scores_gemma":[0.9897841,0.0002455991,0.002086783,0.0001301396,0.0001060507,0.006741344,0.0002898033,0.000008130175,0.0006079689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00343849,"threshold_uncertainty_score":0.01818466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260042697006793,"score_gpt":0.5735197952287461,"score_spread":0.4475155255280667,"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."}}