{"id":"W2123116809","doi":"10.1111/j.1365-277x.2012.01240.x","title":"Development, reproducibility and validity of the food frequency questionnaire in the Poland arm of the Prospective Urban and Rural Epidemiological (PURE) study","year":2012,"lang":"en","type":"article","venue":"Journal of Human Nutrition and Dietetics","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"McMaster University; U.S. Department of Agriculture","keywords":"Medicine; Reproducibility; Epidemiology; Food frequency questionnaire; Environmental health; Gerontology; Statistics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001975315,0.00009091409,0.0003010675,0.00002971272,0.0002012696,0.000007402279,0.00006494617,0.00004493466,0.000002255076],"category_scores_gemma":[0.0007965415,0.00004032619,0.00006510851,0.00009340874,0.0003184178,0.00005377084,0.00006356017,0.0002433569,2.315093e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003040021,"about_ca_system_score_gemma":0.00002037601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000101702,"about_ca_topic_score_gemma":0.00004323562,"domain_scores_codex":[0.9987857,0.0002711744,0.0004938475,0.0001192014,0.0002233582,0.0001066762],"domain_scores_gemma":[0.9991579,0.0001272449,0.0003052102,0.00018216,0.0001791201,0.00004837953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009699205,0.001815655,0.9932925,0.0001608039,0.00003836279,8.394102e-7,0.002624918,4.564084e-8,0.0003716512,0.001196278,0.0003460938,0.00005590479],"study_design_scores_gemma":[0.001844298,0.001227943,0.9791353,0.000384371,0.00008177246,0.00006577186,0.003749967,4.544812e-7,0.000227894,0.01309155,0.0001470547,0.00004360899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905587,0.005541103,0.000001962725,0.003270547,0.00006747857,0.0004893998,0.000007371717,0.000001649193,0.00006173144],"genre_scores_gemma":[0.9991711,0.0003936665,0.0001465944,0.0001196727,0.0001563428,0.000006935506,6.33753e-7,0.000002929025,0.000002159073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415715,"threshold_uncertainty_score":0.1644454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065967749050944,"score_gpt":0.3314067435188091,"score_spread":0.2607470660282997,"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."}}