{"id":"W4401906958","doi":"10.1097/nt.0000000000000698","title":"Let’s Try This","year":2024,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Advisory committee; Human services; Equity (law); Variety (cybernetics); Inclusion (mineral); Diversity (politics); Food group; Psychology; Public relations; Environmental health; Medicine; Medical education; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006701254,0.0000799749,0.0001325749,0.00007133061,0.00007154601,0.00002772979,0.00002552849,0.00006181152,0.002042708],"category_scores_gemma":[0.00002190734,0.00006728135,0.0001171428,0.0001684325,0.0000357925,0.00005971302,0.00001507871,0.0001311419,0.0008789009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005825058,"about_ca_system_score_gemma":0.00002148576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001336044,"about_ca_topic_score_gemma":0.000001581243,"domain_scores_codex":[0.9993606,0.000009902357,0.0001266026,0.0001753283,0.0001907078,0.0001369129],"domain_scores_gemma":[0.9997196,0.00005011398,0.000008841916,0.00009244999,0.00005602695,0.00007302713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008147262,0.0003726134,0.0002299033,0.0006605964,0.00005741438,0.000163401,0.00004558259,5.508962e-8,0.002198648,0.01508352,0.9738143,0.007292494],"study_design_scores_gemma":[0.0008622925,0.0001633942,0.00137477,0.0005386453,0.00004495065,0.00009440374,0.0000774151,0.00003450201,0.001208084,0.004449339,0.9910709,0.00008126355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0826613,0.1466286,0.0007336013,0.2369922,0.003638263,0.001714273,0.000341315,0.001815924,0.5254745],"genre_scores_gemma":[0.9726062,0.004634519,0.001407504,0.003583858,0.002270091,0.0001543372,0.000182416,0.00003058747,0.01513047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8899449,"threshold_uncertainty_score":0.999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089931119421348,"score_gpt":0.2903211772656624,"score_spread":0.269421866071449,"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."}}