{"id":"W2165779685","doi":"10.1111/obr.12087","title":"<scp>INFORMAS</scp> (<scp>I</scp>nternational <scp>N</scp>etwork for <scp>F</scp>ood and <scp>O</scp>besity/non‐communicable diseases <scp>R</scp>esearch, <scp>M</scp>onitoring and <scp>A</scp>ction <scp>S</scp>upport): overview and key principles","year":2013,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":657,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"World Cancer Research Fund; Medical Research Council; University of Pennsylvania; Australian National University; World Cancer Research Fund International; National Health and Medical Research Council; Queensland University of Technology; Perelman School of Medicine, University of Pennsylvania; Deakin University; University of Oxford; University of Toronto; World Health Organization; Rockefeller Foundation","keywords":"Benchmarking; Accountability; Non-communicable disease; Benchmark (surveying); Business; Communicable disease; Food safety; Medicine; Public health; Marketing; Geography; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow","metaepi_broad","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity"],"category_scores_codex":[0.02223019,0.01000136,0.01969875,0.005020888,0.007695445,0.008440282,0.01012061,0.00632061,0.00008192851],"category_scores_gemma":[0.1317507,0.009421023,0.006051305,0.008058948,0.003079836,0.01094473,0.01256177,0.009088137,0.003269519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002461553,"about_ca_system_score_gemma":0.002879267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004889237,"about_ca_topic_score_gemma":0.001441713,"domain_scores_codex":[0.9518814,0.004689551,0.01443775,0.00881927,0.005975095,0.01419695],"domain_scores_gemma":[0.8922306,0.06904507,0.01876355,0.009279153,0.005056825,0.005624813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006524539,0.002142125,0.03160955,0.07646999,0.002812764,0.000205214,0.001962573,0.0002758848,0.00002004281,0.009045926,0.8508167,0.02463267],"study_design_scores_gemma":[0.004581576,0.0006958085,0.01387147,0.01899002,0.005437681,0.0006035042,0.006851296,0.002357192,0.00002633095,0.002568875,0.9433558,0.000660438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07991934,0.814644,0.0008193941,0.0005460178,0.007165942,0.02105411,0.002623605,0.002065579,0.07116202],"genre_scores_gemma":[0.0009138075,0.9091421,0.002943172,0.00757056,0.01388718,0.006624135,0.007536918,0.001738797,0.0496433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1095206,"threshold_uncertainty_score":0.9996332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066353045067858,"score_gpt":0.3501301894996279,"score_spread":0.2434948849928421,"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."}}