{"id":"W4406874085","doi":"10.3390/microorganisms13020280","title":"The Challenge of Developing a Test to Differentiate Actinobacillus pleuropneumoniae Serotypes 9 and 11","year":2025,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Biotechnology and Biological Sciences Research Council; Directorate for Biological Sciences; Hungarian Scientific Research Fund","keywords":"Serotype; Biology; Actinobacillus pleuropneumoniae; Virology; Serology; Pathogen; Genetics; Microbiology; Antibody","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":[],"consensus_categories":[],"category_scores_codex":[0.0001513907,0.0001270599,0.0001764928,0.0001062285,0.0004489458,0.00003954418,0.0001866717,0.00009251404,0.0001102959],"category_scores_gemma":[0.0001566182,0.00009085226,0.00004208593,0.0002357692,0.0001625334,0.00002706034,0.0002956813,0.0001397184,0.0001200127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003224998,"about_ca_system_score_gemma":0.0001044569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428606,"about_ca_topic_score_gemma":0.0003241843,"domain_scores_codex":[0.999162,0.00008407559,0.0002118474,0.000230066,0.00002122004,0.0002908074],"domain_scores_gemma":[0.9993399,0.0002496084,0.00004406388,0.0002415611,0.0001001457,0.00002474318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002693314,0.00006411793,0.003095197,0.00004046521,0.00006989521,0.000001156428,0.0001722698,1.851502e-7,0.9876223,0.003091282,0.001442049,0.004374191],"study_design_scores_gemma":[0.0005257695,0.00009547944,0.02205267,0.0000738285,0.00003161315,0.00001406386,0.0001901965,4.631665e-7,0.8930069,0.0005246905,0.08334525,0.0001391355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911014,0.00301415,0.0004979254,0.003955399,0.0003316737,0.0003257496,0.0000442628,0.00004655775,0.0006828341],"genre_scores_gemma":[0.9958802,0.0004669026,0.00005123499,0.0001352633,0.000008666675,0.00001451072,0.000008548695,0.00001100779,0.003423657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09461542,"threshold_uncertainty_score":0.3704847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118413187466617,"score_gpt":0.2609309265205069,"score_spread":0.2497467946458407,"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."}}