{"id":"W1488112779","doi":"10.1016/j.mcna.2014.09.001","title":"Lifestyle Intervention","year":2014,"lang":"en","type":"review","venue":"Medical Clinics of North America","topic":"Diet and metabolism studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Medicine; Intervention (counseling); Diabetes mellitus; Type 2 diabetes; Gerontology; Disease; Diabetes management; Disease management; Physical therapy; Physical activity; Family medicine; Nursing; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000708903,0.0003531933,0.004154958,0.000171608,0.00003233855,0.000004687591,0.0003211338,0.0003100345,0.0004583703],"category_scores_gemma":[0.005664046,0.0002425047,0.001611781,0.0003860111,0.0004632885,0.00002084111,0.000229279,0.0008236505,0.0003792581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000019103,"about_ca_system_score_gemma":0.0004205529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001992435,"about_ca_topic_score_gemma":0.00001466109,"domain_scores_codex":[0.9965035,0.0002011972,0.001723365,0.0003951337,0.0008734775,0.0003033459],"domain_scores_gemma":[0.9971321,0.0007490948,0.0009757693,0.0005324789,0.0001546025,0.0004559141],"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":[0.00001344648,0.0003255295,0.0006560171,0.01686721,0.000375553,0.00002332731,0.0000154229,1.063065e-8,3.793836e-10,0.000009975489,0.006691665,0.9750218],"study_design_scores_gemma":[0.0004814731,0.0004751986,0.0006615791,0.01318827,0.002473526,0.000009877503,0.000006326152,0.000005209144,5.492515e-9,0.000006660533,0.9825128,0.0001790676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003549728,0.9954091,0.0002913621,0.0001449568,0.001146105,0.0004170872,0.00002684546,0.00005361997,0.002475471],"genre_scores_gemma":[0.00002711361,0.9965789,0.0003918326,0.0005299396,0.001051317,0.00005467079,0.0003236175,0.00005012176,0.0009924844],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758211,"threshold_uncertainty_score":0.9889057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04516833325828958,"score_gpt":0.4076148302690025,"score_spread":0.362446497010713,"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."}}