{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005324546,0.0009674712,0.002005914,0.001781649,0.0002540495,0.0006624388,0.0005854149,0.001318289,0.01486387],"category_scores_gemma":[0.001433396,0.0002869911,0.0014347,0.001323118,0.0001882225,0.0005515271,0.0007740784,0.001438459,0.001343079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330774,"about_ca_system_score_gemma":0.0008237723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001788548,"about_ca_topic_score_gemma":0.005585831,"domain_scores_codex":[0.9997389,0.00007097489,0.00005767731,0.00005938029,0.0000477398,0.00002530707],"domain_scores_gemma":[0.9996877,0.0001767609,0.00006579373,0.00001181393,0.00003182451,0.00002612847],"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":[0.0008118995,0.0005082133,0.0006364655,0.1302911,0.002085106,0.0001200877,0.00006738092,0.00009880684,0.0006077672,0.0006234323,0.01437729,0.8497725],"study_design_scores_gemma":[0.005977835,0.002854425,0.03116888,0.2554331,0.0374708,0.002327981,0.0006170239,0.000325926,0.001860361,0.00296054,0.6588768,0.0001263003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00101302,0.9961193,0.000128906,0.0003102335,0.000321488,0.00005607553,0.0001379026,0.00001321309,0.001899921],"genre_scores_gemma":[0.009131378,0.9869713,0.0006153305,0.001337229,0.0002710882,0.00009913765,0.0002072211,0.000003936083,0.001363234],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01486387,"threshold_uncertainty_score":0.04972464,"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."}}