{"id":"W3171383748","doi":"10.1111/1747-0080.12692","title":"Current practice, perceived barriers and resource needs related to measurement of dietary intake, analysis and interpretation of data: A survey of Australian nutrition and dietetics practitioners and researchers","year":2021,"lang":"en","type":"article","venue":"Nutrition & Dietetics","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"","keywords":"Medicine; Data collection; Resource (disambiguation); Food intake; Survey data collection; Food frequency questionnaire; Environmental health; Medical education","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":[0.001184431,0.0001744167,0.0005831983,0.0004199142,0.00009810145,0.00002789881,0.00005818361,0.000115,0.00001238071],"category_scores_gemma":[0.00272092,0.0001833293,0.00005898196,0.001139548,0.0004169073,0.0002513333,0.0001827807,0.0002458178,1.501808e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006359904,"about_ca_system_score_gemma":0.00007534213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000208369,"about_ca_topic_score_gemma":0.0001732868,"domain_scores_codex":[0.9977276,0.0003822185,0.0006562085,0.0003950763,0.000653876,0.0001849955],"domain_scores_gemma":[0.9970016,0.0004809496,0.000289928,0.0003042255,0.00163617,0.0002870914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04077756,0.01913609,0.4498527,0.0533808,0.02099456,0.0001694672,0.02954168,0.0001303193,0.1794141,0.001328444,0.09641699,0.1088573],"study_design_scores_gemma":[0.006549807,0.002160124,0.9358244,0.003198374,0.003685279,0.00005285985,0.02325899,0.001783321,0.00170479,0.0003450825,0.02107666,0.0003603123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950638,0.02364507,0.0002882457,0.02257367,0.00007347958,0.001191922,0.001403261,0.0000210262,0.0001652989],"genre_scores_gemma":[0.9622241,0.03268453,0.004078517,0.00005795039,0.00001784744,0.00002267006,0.0008891115,0.00001442504,0.00001085004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4859717,"threshold_uncertainty_score":0.7475954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258834126269316,"score_gpt":0.3861645925000057,"score_spread":0.2602811798730741,"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."}}