{"id":"W4411245059","doi":"10.21203/rs.3.rs-6804475/v1","title":"Disease-associated Streptococcus suis (DASS) in lactation: Detection patterns and implications for control","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Poultry Industry Council; Université de Montréal","funders":"National Pork Board","keywords":"Streptococcus suis; Disease; Lactation; Disease control; Biology; Streptococcus; Medicine; Virology; Pathology; Bacteria; Genetics; Gene; Pregnancy","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":[0.001853018,0.0003036292,0.0003035673,0.00110356,0.0003757748,0.0009802912,0.0003453915,0.000536041,0.002104654],"category_scores_gemma":[0.007961212,0.000197487,0.0002368508,0.002065097,0.0004202522,0.0006452236,0.0006380089,0.0004868565,0.0003566905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000478949,"about_ca_system_score_gemma":0.0008498921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006836868,"about_ca_topic_score_gemma":0.005738781,"domain_scores_codex":[0.9984862,0.0007242562,0.00013636,0.0001834417,0.0002635977,0.0002060857],"domain_scores_gemma":[0.9968718,0.001356305,0.0009371894,0.0001478146,0.0004685096,0.000218589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000118405,0.00006051687,0.9787839,0.00004411451,0.00001825785,0.00008175158,0.000300021,0.00002943981,0.000382511,0.0002117375,0.0004061725,0.01956308],"study_design_scores_gemma":[0.000006207232,0.0001812126,0.9937163,0.0001231019,0.00002935005,0.0005896274,0.002350062,0.0003896448,0.0003773201,0.0005679026,0.001663017,0.000006268386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874834,0.005370461,0.0006907383,0.001245476,0.00004947156,0.00001822946,0.0008015715,0.00001340702,0.004327304],"genre_scores_gemma":[0.9951626,0.002625234,0.0007411457,0.0001174286,0.00004229545,0.000009606626,0.0003429892,0.000005232245,0.0009533877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006836868,"threshold_uncertainty_score":0.01359415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06644049297439425,"score_gpt":0.4383220576989755,"score_spread":0.3718815647245813,"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."}}