{"id":"W4401283426","doi":"10.1016/s1043-4526(24)00081-0","title":"Preface","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in food and nutrition research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008100723,0.000270825,0.0003347918,0.001211096,0.00008967683,0.0001152026,0.000242592,0.0003240114,0.0004837244],"category_scores_gemma":[0.00004955803,0.0002704312,0.00007295707,0.0002280421,0.0005496403,0.0003634165,0.000237222,0.001689439,0.006773554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152456,"about_ca_system_score_gemma":0.00004473024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003739085,"about_ca_topic_score_gemma":0.000214968,"domain_scores_codex":[0.99743,0.00006261731,0.0003206471,0.0007581059,0.0009266679,0.0005019338],"domain_scores_gemma":[0.9989321,0.0003239855,0.00004657032,0.0003424556,0.0002194048,0.0001354471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000380687,0.0001309155,0.000006111016,0.002830386,0.00004755814,0.0001224114,0.00009755356,0.000001806233,0.0002277497,0.9560372,0.03218893,0.007928651],"study_design_scores_gemma":[0.0003468246,0.0005032085,0.000001085071,0.001895897,0.000004443123,0.00001067373,0.00003930413,0.000008265285,0.0001921309,0.3882507,0.608579,0.0001685119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001359187,0.3039807,8.413101e-7,0.0003035854,0.0001362767,0.0007921989,0.0002981673,0.0001950541,0.6941573],"genre_scores_gemma":[0.02562576,0.1996376,0.0002874596,0.00002451718,0.0007051082,0.0004955697,0.0001761985,0.0007864826,0.7722613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5763901,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07570650701359813,"score_gpt":0.4014307136411793,"score_spread":0.3257242066275812,"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."}}