{"id":"W2148843388","doi":"10.1017/s0266462307070286","title":"Lifestyle intervention to prevent diabetes in men and women with impaired glucose tolerance is cost-effective","year":2007,"lang":"en","type":"article","venue":"International Journal of Technology Assessment in Health Care","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Impaired glucose tolerance; Medicine; Diabetes mellitus; Intervention (counseling); Gerontology; Type 2 diabetes; Endocrinology; Psychiatry","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":[0.001398155,0.0005394377,0.0007186884,0.0005698058,0.0002000239,0.0007764117,0.0004314059,0.0008921301,0.004097142],"category_scores_gemma":[0.006124322,0.0002242816,0.001344821,0.000479538,0.0002994818,0.0004874544,0.0004403802,0.0004251348,0.0001683688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248728,"about_ca_system_score_gemma":0.002516306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0055234,"about_ca_topic_score_gemma":0.005343198,"domain_scores_codex":[0.9991298,0.0005967126,0.00002741529,0.00004700105,0.0001086659,0.00009048655],"domain_scores_gemma":[0.9987947,0.0008617146,0.0001818769,0.00002680564,0.0000406834,0.00009410945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.009204492,0.004048567,0.07244625,0.00379914,0.006689316,0.0007652849,0.0001885419,0.6474987,0.00146477,0.0200589,0.006861768,0.2269743],"study_design_scores_gemma":[0.01545664,0.01574988,0.1104723,0.00342405,0.00910065,0.0009092444,0.0004072191,0.7772454,0.001699365,0.04365805,0.02175023,0.000127052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141066,0.01629276,0.03049857,0.01074527,0.0004809424,0.001200314,0.001499182,0.0002733472,0.02490304],"genre_scores_gemma":[0.9925658,0.002776355,0.002819479,0.0004304762,0.00004546043,0.0002243936,0.0002266523,0.000004820259,0.0009065886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0055234,"threshold_uncertainty_score":0.01370627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005633333210235365,"score_gpt":0.328001915912943,"score_spread":0.3223685827027076,"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."}}