{"id":"W4323789723","doi":"10.2196/42001","title":"Triggering Weight Management Using Digital Avatars: Prospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weight management; Prospective cohort study; Weight change; Cohort; Regimen; Psychology; Medicine; Body mass index; Weight loss; Cohort study; Gerontology; Physical therapy; Obesity; Surgery; 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":[0.001550908,0.0003943835,0.0003309103,0.0004943443,0.001637176,0.001185228,0.0005363352,0.001094803,0.004248101],"category_scores_gemma":[0.002951393,0.0007968082,0.0007612123,0.0005430836,0.0003327778,0.001009931,0.0007222673,0.001734692,0.001286832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003207481,"about_ca_system_score_gemma":0.000572345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006218964,"about_ca_topic_score_gemma":0.007986397,"domain_scores_codex":[0.9992148,0.0001755149,0.00006900549,0.0002133693,0.0001581988,0.0001691389],"domain_scores_gemma":[0.9985929,0.0002352973,0.0003978307,0.0002539887,0.0001978634,0.0003221585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001149781,0.001803774,0.9902332,0.00005946009,0.000153848,0.0002797051,0.001545929,0.00002471202,0.0005209785,0.00008092751,0.0006875464,0.003460192],"study_design_scores_gemma":[0.0002628578,0.006252419,0.9849165,0.0001038259,0.0002655095,0.0009075819,0.00454534,0.0003062155,0.0002170215,0.0001299217,0.002048218,0.00004449941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985091,0.0001887117,0.0001614257,0.00004966315,0.00002000346,0.0001514033,0.000374813,0.000004336816,0.0005405326],"genre_scores_gemma":[0.9977152,0.0001843832,0.0002959161,0.0001614698,0.00002451789,0.0002134875,0.0003290543,0.000005945615,0.001069986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006218964,"threshold_uncertainty_score":0.01421136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2189859854097549,"score_gpt":0.6168350870744167,"score_spread":0.3978491016646618,"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."}}