{"id":"W4399117934","doi":"10.2139/ssrn.4843566","title":"Identification of Optimum Scopes of Environmental Drivers for Schistosome-Transmitting Oncomelania Hupensis Using Agent-Based Model in Dongting Lake Region, China","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Oncomelania hupensis; Oncomelania; Identification (biology); China; Environmental science; Ecology; Geography; Biology; Schistosomiasis; Helminths; Zoology","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":[0.0002324903,0.000313897,0.000358673,0.0004061387,0.0003178216,0.0006220535,0.0004650417,0.0003593329,0.0007618636],"category_scores_gemma":[0.0005338216,0.0002111392,0.0003718656,0.000290266,0.0002621326,0.0005844037,0.0004225602,0.0001885584,0.00003780811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009277689,"about_ca_system_score_gemma":0.00124722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0517733,"about_ca_topic_score_gemma":0.0467904,"domain_scores_codex":[0.9999311,0.00001597455,0.000003434872,0.00002048728,0.000006030027,0.00002291921],"domain_scores_gemma":[0.9998742,0.00004058392,0.00002884216,0.000004550537,0.00002528068,0.0000265337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002941412,0.0001873054,0.1658213,0.0002038431,0.0002551984,0.0007605817,0.0002404061,0.789458,0.02717083,0.005888387,0.0008967721,0.008823306],"study_design_scores_gemma":[0.00003102562,0.00008789816,0.05361188,0.000008351237,0.0001141291,0.0000361412,0.0004528068,0.9424084,0.001437961,0.001506603,0.0002814206,0.00002328627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964598,0.00007262317,0.002541002,0.00006486622,0.00000322916,0.00001155758,0.0001159234,0.00001376527,0.000717217],"genre_scores_gemma":[0.9990829,0.00005632707,0.0005555138,0.000003878547,9.539187e-7,0.000007322069,0.00007034253,0.000001768861,0.0002209117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0517733,"threshold_uncertainty_score":0.1029439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419231304707886,"score_gpt":0.2784008544326225,"score_spread":0.2642085413855437,"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."}}