{"id":"W2981539199","doi":"10.1038/s41590-019-0541-8","title":"How to wake a killer","year":2019,"lang":"en","type":"letter","venue":"Nature Immunology","topic":"Mitochondrial Function and Pathology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Wake; Biology; Computational biology; Immunology; Physics","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0000866815,0.0004261968,0.000464932,0.0001999908,0.00005895427,0.0000467814,0.000586376,0.007787531,0.0002413058],"category_scores_gemma":[0.0003834618,0.0003873651,0.0002479082,0.000126651,0.00008506916,0.00000219504,0.0002824923,0.003429586,0.0007157099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002862072,"about_ca_system_score_gemma":0.0001271234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004853558,"about_ca_topic_score_gemma":0.00001299548,"domain_scores_codex":[0.9979414,0.0002113081,0.0002062725,0.000915289,0.0001554486,0.0005703335],"domain_scores_gemma":[0.9984514,0.00004144287,0.0001354882,0.00114925,0.0001840256,0.00003836319],"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":[0.0001009935,0.000009096284,0.00001670781,0.00001733397,0.0001529698,0.00006415738,0.00001077855,7.043018e-7,0.1711851,0.00003947023,0.8278116,0.0005910823],"study_design_scores_gemma":[0.0004573889,0.0005477458,0.0000470605,0.00001335924,0.00003017126,0.0002254304,0.000008577357,2.160476e-7,0.01026383,0.00002916578,0.9879546,0.0004224665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001703127,0.006086562,0.0008005123,0.9585611,0.02469803,0.0007500295,0.0001101845,0.00005771675,0.00723279],"genre_scores_gemma":[0.0007181445,0.0001665507,0.0006641331,0.7845975,0.009287698,0.0000647909,0.002258574,0.0000866497,0.2021559],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1949231,"threshold_uncertainty_score":0.9998578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006067384833102145,"score_gpt":0.2277911955412679,"score_spread":0.2217238107081658,"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."}}