{"id":"W4408579909","doi":"10.1016/j.cjca.2025.03.011","title":"Digital Approaches to Obesity: Future Directions","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Medicine; Obesity; 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":[0.007142664,0.0007079573,0.001091095,0.002441859,0.002157638,0.01066551,0.002097843,0.007770246,0.04934207],"category_scores_gemma":[0.009883709,0.0003165075,0.001444153,0.002684942,0.006475572,0.01241581,0.004200877,0.006394838,0.00453578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004708656,"about_ca_system_score_gemma":0.01621899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009675259,"about_ca_topic_score_gemma":0.02367695,"domain_scores_codex":[0.9977881,0.000901244,0.0001515693,0.0002662935,0.0004829075,0.0004099417],"domain_scores_gemma":[0.9835356,0.009343582,0.0008681835,0.0003908683,0.002898323,0.002963325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002835243,0.0009854699,0.004677872,0.004184872,0.00007883538,0.0003852092,0.001324309,0.0003634512,0.0003574804,0.1394233,0.1014731,0.7464626],"study_design_scores_gemma":[0.0001948981,0.0005121214,0.00847877,0.01933306,0.0002152962,0.001089945,0.01931883,0.0009273807,0.0003056347,0.1695807,0.7799022,0.0001412547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004166486,0.607875,0.003636254,0.3341826,0.006399102,0.00007187307,0.0001933236,0.000157352,0.04331798],"genre_scores_gemma":[0.07808004,0.8261068,0.01205058,0.06204338,0.01021023,0.0002697697,0.0002825792,0.00005169836,0.01090487],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04934207,"threshold_uncertainty_score":0.1650656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06882281637984085,"score_gpt":0.3502660088488665,"score_spread":0.2814431924690257,"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."}}