{"id":"W3128465951","doi":"10.1016/j.cell.2021.01.009","title":"Training the metaorganism: the microbial counterpart","year":2021,"lang":"en","type":"letter","venue":"Cell","topic":"Immune responses and vaccinations","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Christie (Canada)","funders":"Canadian Institutes of Health Research; Kenneth Rainin Foundation; Bill and Melinda Gates Foundation","keywords":"Biology; Innate immune system; Heterologous; Immunity; Immunology; Immune system; Immunization; Immunological memory; Colonisation resistance; Resistance (ecology); Colonization; Microbiology; Genetics; Ecology; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004506461,0.0007743443,0.001238134,0.0003889205,0.004105566,0.004266897,0.001719108,0.05401336,0.006828057],"category_scores_gemma":[0.01206755,0.0005641838,0.0008616996,0.0002970211,0.005550262,0.00577505,0.002494168,0.05692453,0.00491937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00338379,"about_ca_system_score_gemma":0.003494377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004169268,"about_ca_topic_score_gemma":0.008679386,"domain_scores_codex":[0.9970194,0.001215332,0.0002090955,0.0004272832,0.0007368365,0.0003919906],"domain_scores_gemma":[0.9936165,0.004085691,0.0002911943,0.0002034934,0.0005793439,0.001223914],"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":[0.0001346179,0.00006978817,0.0005080023,0.00007521206,0.00001977259,0.00106534,0.0002141022,0.00005173136,0.0003467519,0.008136091,0.9751683,0.01421019],"study_design_scores_gemma":[0.0001545298,0.0000942253,0.0006572161,0.0002059662,0.00002094146,0.001060422,0.0005665865,0.000309437,0.0002968339,0.02460267,0.9719837,0.00004749875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002663797,0.003093386,0.00009767988,0.9750353,0.01960042,0.000006100994,0.000009684974,0.00001254603,0.001878521],"genre_scores_gemma":[0.003584837,0.001117976,0.0001458748,0.9582993,0.02999995,0.00002298856,0.000005184899,0.00001024475,0.006813512],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05401336,"threshold_uncertainty_score":0.02455121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692883197776088,"score_gpt":0.2380957870890837,"score_spread":0.2111669551113228,"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."}}