{"id":"W3122901530","doi":"10.1159/000512690","title":"Gene-Centric Database Reveals Environmental and Lifestyle Relationships for Potential Risk Modification and Prevention","year":2021,"lang":"en","type":"review","venue":"Lifestyle Genomics","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Terminology; Identification (biology); Vocabulary; Relevance (law); Disease; Computer science; Medicine; Bioinformatics; Biology; Pathology; Linguistics","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"],"consensus_categories":[],"category_scores_codex":[0.0003962221,0.0003459913,0.0005112319,0.00009219904,0.0003147895,0.00008233293,0.0001335319,0.0004129697,0.00000666505],"category_scores_gemma":[0.0001383257,0.0003912392,0.0002190309,0.00005532004,0.00009199082,0.000009921554,0.0001906293,0.0001752297,0.00000684919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005303531,"about_ca_system_score_gemma":0.0002029191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000031253,"about_ca_topic_score_gemma":0.000003697454,"domain_scores_codex":[0.9979085,0.000370913,0.0005439559,0.0008043082,0.0001096513,0.0002626634],"domain_scores_gemma":[0.9986956,0.0000591116,0.0004224706,0.0005497298,0.00003739509,0.0002357175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004122344,0.002107966,0.006289268,0.02437098,0.002277936,0.00004232546,0.0002602797,0.000143093,0.02771652,0.0004470597,0.01905135,0.916881],"study_design_scores_gemma":[0.001235822,0.0001924173,0.0005950207,0.000458504,0.002349394,0.0001339191,0.00007236221,0.00007372173,0.0002671469,0.0002913087,0.9935966,0.0007337732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02675391,0.9647032,0.003766545,0.00001415065,0.0001747868,0.001325092,0.003241173,0.00001073038,0.00001041223],"genre_scores_gemma":[0.001665095,0.9718403,0.006311929,0.00003105153,0.000880767,0.0002366694,0.0184966,0.00007066331,0.0004669378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9745452,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03069625967963952,"score_gpt":0.2862806818716856,"score_spread":0.2555844221920461,"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."}}