{"id":"W4296767447","doi":"10.1016/j.chemosphere.2022.136527","title":"Using a soft computing OSPRC risk framework to analyze multiple contaminants from multiple sources; a case study from Khoy Plain, NW Iran","year":2022,"lang":"en","type":"article","venue":"Chemosphere","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Wilfrid Laurier University","funders":"Iran National Science Foundation","keywords":"Aquifer; Groundwater; Environmental science; Water resource management; Geology; Earth science; Geotechnical engineering","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":[0.002068509,0.00103841,0.0007002879,0.00192121,0.0009740726,0.001971838,0.001203004,0.001257678,0.0006823521],"category_scores_gemma":[0.002945293,0.0004443478,0.001203833,0.001518429,0.0007667208,0.0009972022,0.001149188,0.0007766027,0.00007638509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002052918,"about_ca_system_score_gemma":0.002682201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05378231,"about_ca_topic_score_gemma":0.03942893,"domain_scores_codex":[0.999094,0.0002874024,0.00004368807,0.0001323327,0.0003021917,0.000140397],"domain_scores_gemma":[0.9984028,0.0009331597,0.0002015248,0.00006177375,0.0003375363,0.00006324928],"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":[0.00006625603,0.0001366101,0.01299234,0.00005656401,0.00009508576,0.0007542235,0.0001179172,0.9602028,0.001441523,0.003131028,0.0003925163,0.02061323],"study_design_scores_gemma":[0.000004601868,0.00004116241,0.001981806,0.000003890173,0.00002825624,0.00007070802,0.0001939845,0.9951131,0.0005519963,0.001767613,0.0002347381,0.000008166966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7003202,0.000282329,0.293536,0.0008301866,0.00003504765,0.0001979977,0.0003320362,0.0002441471,0.004222095],"genre_scores_gemma":[0.9549314,0.0001286737,0.04297004,0.0000311672,0.00001850438,0.00004368896,0.0001511391,0.00001811197,0.001707233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05378231,"threshold_uncertainty_score":0.1069385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03171627818313686,"score_gpt":0.2629919611585728,"score_spread":0.2312756829754359,"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."}}