{"id":"W3037462853","doi":"10.1038/s41590-020-0687-4","title":"ImmGen at 15","year":2020,"lang":"en","type":"article","venue":"Nature Immunology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Heart, Lung, and Blood Institute; University of California, San Francisco; University of California, San Diego; Genentech; Directorate for Biological Sciences; National Institutes of Health; Brigham and Women's Hospital; National University of Singapore; Agence Nationale de la Recherche; Agency for Science, Technology and Research; Broad Institute; Harvard University; Brown University; Massachusetts Institute of Technology; University of Oxford","keywords":"Publishing; Scientific publishing; Art; Biology; Environmental ethics; Philosophy; Literature","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":[],"consensus_categories":[],"category_scores_codex":[0.00001656743,0.00007167031,0.00008187709,0.00002389291,0.00001723612,0.000003595909,0.0001075092,0.0003133284,0.0003057511],"category_scores_gemma":[0.00003009352,0.00006580035,0.00002396585,0.0001297313,0.00002164784,0.00002365574,0.00002720434,0.0004156683,0.0003704824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003713095,"about_ca_system_score_gemma":0.00000534205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001137273,"about_ca_topic_score_gemma":7.337735e-7,"domain_scores_codex":[0.999648,0.000004578933,0.00007348501,0.00008579389,0.00004543423,0.0001426457],"domain_scores_gemma":[0.9998348,0.00001468546,0.000005762672,0.00008561501,0.000009804189,0.00004932566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004512287,0.00003204003,0.0003474267,0.0003309993,0.0003241692,0.0000219968,0.0014237,0.001137625,0.6709343,0.003060402,0.2715091,0.05083315],"study_design_scores_gemma":[0.000253306,0.00004415925,0.008974512,0.000008159925,0.000009302038,0.00002046658,0.00002194237,0.00399661,0.02162816,0.0001288453,0.9647304,0.000184134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8902513,0.05368948,0.003049746,0.02403419,0.008875558,0.0002049003,0.00002097726,0.00261486,0.01725901],"genre_scores_gemma":[0.9984236,0.0001315416,0.0003323033,0.0006599988,0.0002590464,0.00000582046,0.00002546399,0.00001621459,0.0001460577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6932213,"threshold_uncertainty_score":0.4761925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003546652404555217,"score_gpt":0.1822661557067929,"score_spread":0.1787195033022377,"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."}}