{"id":"W7117377124","doi":"10.1002/dni2.70005","title":"Editorial","year":2025,"lang":"en","type":"article","venue":"Barrier Immunity","topic":"Immune responses and vaccinations","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrie Urology Group","funders":"","keywords":"Immune system; Immunity; Mechanism (biology); Function (biology); Innate immune system; Acquired immune system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002804011,0.00009556519,0.000133932,0.0001156181,0.0004562713,0.00001812945,0.0002525365,0.0002010059,0.001101087],"category_scores_gemma":[0.0003697459,0.00008820492,0.00008251811,0.0001412617,0.00007321624,0.00006584565,0.000133117,0.0003560004,0.0005163947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003417088,"about_ca_system_score_gemma":0.0001581137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002365127,"about_ca_topic_score_gemma":0.00001501529,"domain_scores_codex":[0.999253,0.0002425983,0.0001673616,0.0001103354,0.00001880773,0.0002078987],"domain_scores_gemma":[0.9992946,0.0001833295,0.00003254514,0.000378663,0.0001019431,0.00000891498],"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":[0.0002833776,0.0001126038,0.0009927491,0.000008418045,0.0001633347,3.749829e-7,0.0002337597,9.492323e-7,0.2222099,0.009123283,0.7582058,0.00866548],"study_design_scores_gemma":[0.0009696444,0.00003059156,0.01193454,0.0000113977,0.00002416866,0.000002800593,0.0001808934,6.383098e-7,0.03661419,0.0006472538,0.9494966,0.00008731304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4782123,0.008267416,0.0009197777,0.001186141,0.4137534,0.0005299301,0.00009315104,0.0004238548,0.09661405],"genre_scores_gemma":[0.9412917,0.0000431103,0.00002390782,0.0001713305,0.00138966,0.00002526354,0.00006006165,0.000007089915,0.05698786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4630794,"threshold_uncertainty_score":0.9998121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007814769452873745,"score_gpt":0.2654293748620267,"score_spread":0.257614605409153,"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."}}