{"id":"W2995609190","doi":"10.2196/15189","title":"Effectiveness of a Digital Lifestyle Change Program in Obese and Type 2 Diabetes Populations: Service Evaluation of Real-World Data","year":2019,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weight management; Weight loss; Medicine; Gerontology; Weight change; Obesity; Service (business); Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002578222,0.0001415019,0.0004456922,0.0002636356,0.00009299212,0.000007485403,0.0002330744,0.0001131447,0.00004826431],"category_scores_gemma":[0.0003361717,0.000132368,0.0000191495,0.001110888,0.00005056244,0.0003949814,0.0002169487,0.0002320436,0.00004816727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009497216,"about_ca_system_score_gemma":0.0003588253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006225242,"about_ca_topic_score_gemma":0.001738508,"domain_scores_codex":[0.9974927,0.0006790846,0.0006629121,0.0003856322,0.0003271306,0.0004524929],"domain_scores_gemma":[0.9969845,0.001083161,0.0004468084,0.0008014927,0.0005403856,0.0001436921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003415874,0.0002340557,0.9597738,0.0058131,0.000009103332,2.69297e-8,0.0002289389,0.000004385793,0.0001870504,0.000660113,0.00007403149,0.03298125],"study_design_scores_gemma":[0.001054024,0.0001622572,0.987487,0.001243076,0.00003196862,1.497112e-8,0.0001348895,0.007479568,0.00004354698,0.001047354,0.001214071,0.0001022459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852563,0.0007156018,2.441523e-7,0.0003029931,0.0001729465,0.01261878,0.0002076331,0.00005328259,0.0006721808],"genre_scores_gemma":[0.9857579,0.0001067133,0.0001831084,0.0001100372,0.0000677868,0.01279966,0.0009284634,0.00002497883,0.00002129971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03287901,"threshold_uncertainty_score":0.5397813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675329219284113,"score_gpt":0.4924601349900102,"score_spread":0.3249272130615989,"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."}}