{"id":"W4401583159","doi":"10.3390/microorganisms12081672","title":"Advancements in Immunology and Microbiology Research: A Comprehensive Exploration of Key Areas","year":2024,"lang":"en","type":"review","venue":"Microorganisms","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Immunology; Disease; Medicine; Infectious disease (medical specialty); Antimicrobial stewardship; Immune system; Biology; Microbiology; Antibiotic resistance; Antibiotics; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005443449,0.0005558331,0.001956839,0.001113929,0.0001676358,0.00002546154,0.0005633802,0.00102636,0.0002212909],"category_scores_gemma":[0.0000813041,0.000470894,0.000237801,0.0008818349,0.001172591,0.0001537804,0.0006434353,0.001551261,0.001190051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574147,"about_ca_system_score_gemma":0.000312017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078294,"about_ca_topic_score_gemma":0.00001802526,"domain_scores_codex":[0.9961403,0.00110022,0.001149138,0.0008152106,0.00004100442,0.0007541134],"domain_scores_gemma":[0.9986493,0.0003026476,0.0003227547,0.0005646632,0.0001525117,0.000008094184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008636701,0.0004285058,0.000003248741,0.009466945,0.0009594997,0.00006269169,0.003941652,4.95923e-7,0.3930742,0.002767659,0.0006663999,0.5885423],"study_design_scores_gemma":[0.0006827355,0.0002340284,0.000005156322,0.004532417,0.0002575789,0.0003170313,0.001394473,7.112923e-8,0.00274623,0.0006589638,0.9887805,0.0003908135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002080663,0.9955043,0.00001369099,0.00004953187,0.0009150298,0.001009826,0.0001643343,0.00004996742,0.0002126592],"genre_scores_gemma":[0.002456161,0.995267,0.00003336705,0.00002673534,0.000005755834,0.0001222008,0.001034836,0.00007943688,0.0009744663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9881141,"threshold_uncertainty_score":0.9997743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056738803691559,"score_gpt":0.3650203751350727,"score_spread":0.2593464947659168,"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."}}