{"id":"W1989954415","doi":"10.2196/mhealth.2164","title":"Health-E-Call, a Smartphone-Assisted Behavioral Obesity Treatment: Pilot Study","year":2013,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Weight loss; Overweight; Obesity; Medicine; Body weight; Self-monitoring; Psychology; Physical therapy; Internal medicine; Social psychology","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":[0.002550525,0.0009342934,0.000942334,0.0006922381,0.000991299,0.0006408573,0.0009734701,0.001400832,0.005215621],"category_scores_gemma":[0.002465845,0.0004873881,0.0008408633,0.0003353121,0.0006470605,0.0009060933,0.0008121503,0.001069695,0.001134909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241151,"about_ca_system_score_gemma":0.001761128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003636665,"about_ca_topic_score_gemma":0.006191951,"domain_scores_codex":[0.9987967,0.0006136497,0.00007411787,0.0001120766,0.0001505893,0.0002528407],"domain_scores_gemma":[0.9987159,0.0003812877,0.0001093422,0.0001021031,0.0001856215,0.0005058535],"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":[0.03734668,0.6998292,0.02731816,0.002546123,0.0004377023,0.001183498,0.004858594,0.0005589528,0.01688692,0.0002063661,0.003214371,0.2056134],"study_design_scores_gemma":[0.04858805,0.7936266,0.1437282,0.0001995515,0.0004397117,0.0005517348,0.004577345,0.001885095,0.00259583,0.0001338326,0.003577174,0.00009686397],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946456,0.0001012673,0.0003296989,0.0001336187,0.00003194288,0.003636602,0.000272234,0.00004481346,0.0008042284],"genre_scores_gemma":[0.976039,0.0007269811,0.004676962,0.000953153,0.0001262618,0.01426337,0.0007352264,0.00002745485,0.002451698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005215621,"threshold_uncertainty_score":0.01744795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678340621609928,"score_gpt":0.4868760302659765,"score_spread":0.3190419681049836,"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."}}