{"id":"W4413246820","doi":"10.20935/acadimmunodis7853","title":"Introducing Academia Immunity and Disease—a new platform for immunological discovery and dialogue","year":2025,"lang":"en","type":"article","venue":"","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Immunity; Disease; Computational biology; Immunology; Medicine; Data science; Biology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01800021,0.001263999,0.002203507,0.003395865,0.003045837,0.01789962,0.002572275,0.01098852,0.02012357],"category_scores_gemma":[0.0122284,0.0006331948,0.001303486,0.001130343,0.01690642,0.02380335,0.01378333,0.01914584,0.004315505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003422047,"about_ca_system_score_gemma":0.007336351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000619348,"about_ca_topic_score_gemma":0.001088572,"domain_scores_codex":[0.9936703,0.002952255,0.0003038146,0.0005173954,0.00185011,0.0007059646],"domain_scores_gemma":[0.9826626,0.008879309,0.000842279,0.001386629,0.001600336,0.004629002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002283944,0.0002763604,0.0006495282,0.0009032157,0.00008382032,0.0004618281,0.002305435,0.0005185376,0.005631092,0.7193655,0.1422605,0.1273158],"study_design_scores_gemma":[0.00007237799,0.0001798442,0.0002433544,0.0004422962,0.00002520509,0.0002606131,0.001148147,0.0005595108,0.0008094255,0.3881556,0.6080592,0.00004445618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005042235,0.217456,0.04508944,0.6219985,0.06024881,0.00009888941,0.0002907675,0.0008800243,0.0488954],"genre_scores_gemma":[0.2525145,0.2052998,0.0824385,0.2575929,0.1440807,0.0005410048,0.0004608174,0.0007380852,0.05633374],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02012357,"threshold_uncertainty_score":0.09519529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656572826602565,"score_gpt":0.3184953640856411,"score_spread":0.2919296358196154,"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."}}