{"id":"W7073722799","doi":"","title":"INFORMAS (International Network for Food and Obesity/non-communicable diseases Research, Monitoring and Action Support): overview and key principles","year":2013,"lang":"en","type":"article","venue":"Research Online (University of Wollongong)","topic":"High-pressure geophysics and materials","field":"Earth and Planetary Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Accountability; Benchmarking; Key (lock); Food safety; Action (physics); Private sector; Food supply; Monitoring and evaluation","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":[0.0008723679,0.00008533449,0.0002020656,0.0001576738,0.0006279906,0.000141337,0.0002907359,0.00006453833,0.0002329578],"category_scores_gemma":[0.00009869355,0.00008580005,0.00002984724,0.0001796869,0.0003163057,0.0007603244,0.0002944719,0.0001856229,0.000008554616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007896978,"about_ca_system_score_gemma":0.00007500775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005880585,"about_ca_topic_score_gemma":0.00370552,"domain_scores_codex":[0.9987594,0.0001401224,0.000113813,0.0002044046,0.0004064399,0.0003757518],"domain_scores_gemma":[0.9987945,0.0004328262,0.00005824877,0.0001830528,0.000308553,0.0002228443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006298448,0.0002664163,0.9220486,0.001450724,0.0004165593,0.00001672004,0.002779558,0.00060431,0.001293394,0.002724407,0.007776343,0.05999307],"study_design_scores_gemma":[0.0005399298,0.0004596279,0.9620193,0.0001217296,0.00001692737,0.000002957813,0.002216042,0.00503335,0.00005953434,0.001806983,0.02760051,0.0001231439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970184,0.000883609,0.00001316931,0.0006674909,0.00008595446,0.0004454242,0.0004360371,0.00001261516,0.0004372898],"genre_scores_gemma":[0.9889825,0.007383826,0.002351084,0.000004735356,0.0001876411,0.000001009171,0.0001634598,0.000003829296,0.0009219442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05986993,"threshold_uncertainty_score":0.8889725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231020408369404,"score_gpt":0.3317379305760578,"score_spread":0.2086358897391175,"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."}}