{"id":"W3169887235","doi":"10.1111/imm.13381","title":"Teaching tolerance: Diverse cellular interactions enable healthy maturation","year":2021,"lang":"en","type":"editorial","venue":"Immunology","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Biology; Computational biology; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005386744,0.002474651,0.001478905,0.001603866,0.001836854,0.004881925,0.002140593,0.007927727,0.00681867],"category_scores_gemma":[0.01073108,0.0005237872,0.001090491,0.0006355794,0.003363334,0.003587758,0.001405004,0.01607634,0.004486265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002273515,"about_ca_system_score_gemma":0.001673101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008833825,"about_ca_topic_score_gemma":0.002036379,"domain_scores_codex":[0.9978249,0.0004894473,0.0002406957,0.000318174,0.0009724433,0.0001543526],"domain_scores_gemma":[0.9908558,0.004302882,0.000364739,0.0002441032,0.002649275,0.001583115],"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":[0.0000776425,0.00001581233,0.00005155952,0.0005714417,0.00002001456,0.000178157,0.00004491915,0.00003705453,0.0002666286,0.002337339,0.977983,0.0184165],"study_design_scores_gemma":[0.00003829142,0.00003244997,0.0002146433,0.0002800372,0.00003121909,0.0002358702,0.00006464133,0.0001304275,0.0002084706,0.003480175,0.995271,0.00001275855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000603663,0.01860497,0.0002875708,0.03990736,0.9398529,0.00001232336,0.00002381084,0.00003856773,0.001212177],"genre_scores_gemma":[0.001067977,0.01579575,0.0001836635,0.01630861,0.9587561,0.00001422405,0.00001819638,0.00002490211,0.007830528],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.007927727,"threshold_uncertainty_score":0.02848816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04888722348829231,"score_gpt":0.425098399009619,"score_spread":0.3762111755213267,"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."}}