{"id":"W4213290227","doi":"10.31235/osf.io/eu578","title":"Limitations of the Food Compass Nutrient Profiling System","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Vrije Universiteit Brussel; Dairy Farmers of Canada; U.S. Department of Agriculture","keywords":"Compass; Profiling (computer programming); Reductionism; Nutrient; Risk analysis (engineering); Computer science; Business; Biology; Geography; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02547202,0.0008068329,0.001132628,0.002504712,0.00152432,0.005079117,0.003372613,0.001766327,0.01081109],"category_scores_gemma":[0.07786722,0.0006442975,0.0009189883,0.004560722,0.00154521,0.00312236,0.002958606,0.00148133,0.00582992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003074418,"about_ca_system_score_gemma":0.00453073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02716289,"about_ca_topic_score_gemma":0.01440202,"domain_scores_codex":[0.9681175,0.01296058,0.002749546,0.003899236,0.01163046,0.0006427712],"domain_scores_gemma":[0.9422618,0.03007858,0.002805851,0.006083817,0.01790449,0.0008655601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003448795,0.0004053614,0.1127853,0.00510029,0.0006221361,0.0003741419,0.003912526,0.007556414,0.004426063,0.05960952,0.2013474,0.6004121],"study_design_scores_gemma":[0.0002534505,0.0005220526,0.05726108,0.002244065,0.0003496159,0.0009568169,0.003284685,0.02545013,0.008172876,0.05108711,0.8500466,0.0003714162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2386433,0.0114734,0.2945989,0.08049088,0.01013668,0.004623909,0.07134941,0.01410024,0.2745833],"genre_scores_gemma":[0.6276696,0.005883782,0.2852345,0.02575729,0.001634179,0.005087712,0.01874105,0.001633688,0.02835825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02716289,"threshold_uncertainty_score":0.1347105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222599125059412,"score_gpt":0.2924682088867997,"score_spread":0.1702082963808585,"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."}}