{"id":"W3138574915","doi":"10.1016/j.ijpp.2021.03.001","title":"Gastrointestinal infection in Italy during the Roman Imperial and Longobard periods: A paleoparasitological analysis of sediment from skeletal remains and sewer drains","year":2021,"lang":"en","type":"article","venue":"International Journal of Paleopathology","topic":"Paleopathology and ancient diseases","field":"Arts and Humanities","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sediment; Sanitary sewer; Archaeology; Hydrology (agriculture); Geology; Geography; Environmental science; Paleontology; Geotechnical engineering; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002934324,0.0001286633,0.0003633096,0.0003147321,0.00009877051,0.00006661657,0.0001346043,0.00004002325,0.0003012215],"category_scores_gemma":[0.0002955057,0.00009441165,0.000172015,0.00008115035,0.0005401545,0.0001482184,0.00008769392,0.000222259,0.000001120827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002605305,"about_ca_system_score_gemma":0.00005354953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437755,"about_ca_topic_score_gemma":0.003737114,"domain_scores_codex":[0.9986739,0.0002447964,0.0005063328,0.00019974,0.0002205741,0.0001546619],"domain_scores_gemma":[0.9990376,0.0001878763,0.0003275652,0.00009112558,0.0002959015,0.00005989012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001581547,0.0001825307,0.9855865,0.000007455788,0.0002510985,0.002121247,0.00477693,0.00005125956,0.004685089,0.002003661,0.000006891485,0.0001691867],"study_design_scores_gemma":[0.0007939721,0.0001716048,0.99497,0.00006289598,0.0002594016,0.001634279,0.00109271,0.0000857953,0.0001139375,0.000589028,0.0001418571,0.0000845433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978729,0.0006375393,0.00006396081,0.0003737915,0.0005392985,0.00004351288,0.00008863058,0.000006058816,0.000374279],"genre_scores_gemma":[0.9991235,0.0001423879,0.0001281028,0.0001030402,0.0004452936,0.000003388046,0.00001722855,0.000004387416,0.00003273917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009383479,"threshold_uncertainty_score":0.3849995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253165756774458,"score_gpt":0.2621077568388289,"score_spread":0.2495760992710843,"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."}}