{"id":"W4416177367","doi":"10.1525/sla.2025.9.4.540","title":"Discovery and Dilemma","year":2025,"lang":"en","type":"article","venue":"Studies in Late Antiquity","topic":"Yersinia bacterium, plague, ectoparasites research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Plague (disease); Dilemma; Suspect; Excavation; Yersinia pestis; Harm","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":[0.07077285,0.001401063,0.002064635,0.003295755,0.01219859,0.01424263,0.005648091,0.01769553,0.01735558],"category_scores_gemma":[0.1184434,0.0008955955,0.001258008,0.001646568,0.07241741,0.0431111,0.01608777,0.03084764,0.008753365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008757045,"about_ca_system_score_gemma":0.014997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958429,"about_ca_topic_score_gemma":0.001873072,"domain_scores_codex":[0.9498495,0.02435354,0.0021676,0.008913449,0.01176785,0.002948079],"domain_scores_gemma":[0.9182491,0.05134813,0.002582865,0.009739536,0.01032667,0.007753613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006431442,0.00004966331,0.000362852,0.0001840955,0.00002902391,0.0004293161,0.005380617,0.0001504666,0.0001464044,0.7652664,0.1937586,0.03417834],"study_design_scores_gemma":[0.00002582089,0.00002535206,0.00008671773,0.0003473134,0.00000674264,0.0005450012,0.003859341,0.00019552,0.00009213192,0.5185838,0.4762014,0.00003081295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002064841,0.01400663,0.01249734,0.9052666,0.01183548,0.00006589969,0.000130283,0.0001814352,0.05395158],"genre_scores_gemma":[0.2289272,0.02700988,0.03724846,0.6010838,0.03094257,0.0007592165,0.0004554581,0.0008955857,0.07267781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07077285,"threshold_uncertainty_score":0.3742871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832012480597112,"score_gpt":0.3782287187421502,"score_spread":0.3499085939361791,"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."}}