{"id":"W6960564235","doi":"10.1371/journal.pgph.0003859.s001","title":"NOVA food classification system* based on the nature, extent and purpose of industrial foods processing.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food processing; Food products; Food industry; Food supply; Nova scotia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001439774,0.0009755331,0.0006454576,0.006319004,0.001188077,0.001555744,0.001439867,0.0006336603,0.05245196],"category_scores_gemma":[0.002906396,0.0002851855,0.0008913013,0.005583012,0.0007296257,0.001242171,0.001097902,0.001669764,0.03592147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002234041,"about_ca_system_score_gemma":0.003521873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04012763,"about_ca_topic_score_gemma":0.06332682,"domain_scores_codex":[0.9986971,0.0001736602,0.0002049525,0.0001400045,0.0006257645,0.0001584521],"domain_scores_gemma":[0.9954826,0.0001985404,0.000612821,0.0002343963,0.002981898,0.0004898973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006470396,0.0001071162,0.01622412,0.0004314333,0.00004072684,0.0001929476,0.00013731,0.0002917821,0.00348008,0.004788905,0.8718773,0.1017813],"study_design_scores_gemma":[0.00004454125,0.00008985275,0.03673173,0.000251705,0.00002609028,0.0003309989,0.0002699736,0.0004367621,0.00173555,0.001303537,0.9587435,0.00003582668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03868041,0.008004706,0.02399275,0.009431021,0.008788754,0.002028449,0.3829916,0.00294795,0.5231344],"genre_scores_gemma":[0.07651908,0.004498873,0.07237578,0.002208464,0.0004837961,0.001249297,0.5293316,0.001289202,0.3120439],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05245196,"threshold_uncertainty_score":0.1754693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110837506779321,"score_gpt":0.2597941249642454,"score_spread":0.1489566181849244,"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."}}