{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001834775,0.0007711526,0.001634646,0.0004632405,0.005507583,0.00005716598,0.000393478,0.000320545,0.0008021136],"category_scores_gemma":[0.00005912651,0.0006615776,0.000102489,0.0009209913,0.000188829,0.0003893999,0.0001855723,0.001506122,0.001836878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862575,"about_ca_system_score_gemma":0.005326408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06612625,"about_ca_topic_score_gemma":0.01649392,"domain_scores_codex":[0.9893467,0.00223355,0.002841433,0.0014714,0.0006400893,0.00346686],"domain_scores_gemma":[0.9913188,0.000628693,0.001343261,0.001391108,0.0004059804,0.004912179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007271484,0.0146439,0.5728644,0.00424173,0.00004596734,0.000009871466,0.00874696,5.933325e-7,0.00002510323,0.001829429,0.06839144,0.3284734],"study_design_scores_gemma":[0.006459364,0.01396809,0.9194329,0.0001398065,0.0000741898,0.00001803146,0.003284598,0.00005796559,5.658263e-7,0.0002872007,0.0558494,0.0004278463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483017,0.001884243,0.00007429924,0.01914319,0.0009377403,0.02717982,0.0001504729,0.0007131597,0.001615344],"genre_scores_gemma":[0.937393,0.003209742,0.0007291799,0.01184048,0.0006988567,0.04311295,0.0002024163,0.0001214773,0.002691954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3465686,"threshold_uncertainty_score":0.9995835,"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."}}