{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002661557,0.001377798,0.001898182,0.005076086,0.0006480307,0.002966041,0.001138898,0.002457176,0.006320207],"category_scores_gemma":[0.003181115,0.000508652,0.0009002326,0.004953217,0.001366584,0.004484802,0.001749305,0.004587754,0.003174626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001772057,"about_ca_system_score_gemma":0.003964218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091976,"about_ca_topic_score_gemma":0.002009019,"domain_scores_codex":[0.9987887,0.0002729259,0.0001791861,0.0001588631,0.0004747445,0.0001256197],"domain_scores_gemma":[0.9963319,0.002087762,0.0002971089,0.0001171273,0.0008233679,0.0003427817],"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":[0.00005653552,0.00006575501,0.0002554147,0.02129119,0.00009200229,0.0001592493,0.0001554894,0.0002229897,0.001196086,0.007530228,0.0685169,0.9004583],"study_design_scores_gemma":[0.000007347314,0.00005024278,0.0005228095,0.006141426,0.0000524429,0.0006278985,0.0001071005,0.00004830101,0.0001406182,0.002724126,0.9895595,0.00001813071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004296269,0.9968353,0.0001347502,0.001123833,0.0009739793,0.000004985777,0.00001070142,0.000009923254,0.0008635956],"genre_scores_gemma":[0.0003852365,0.9971852,0.0002837442,0.000637896,0.0009893234,0.00000597756,0.0000228845,0.000002641812,0.0004871648],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006320207,"threshold_uncertainty_score":0.0211432,"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."}}