{"id":"W4399208527","doi":"10.3390/w16111583","title":"Comprehensive Review of Global Perspectives on Per- and Polyfluoroalkyl Compounds: Occurrence, Fate, and Remediation in Groundwater Systems","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Fahd University of Petroleum and Minerals","keywords":"Groundwater; Environmental remediation; Environmental science; Water resource management; Environmental chemistry; Geology; Contamination; Chemistry; Ecology; Biology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006600891,0.0007952672,0.001194085,0.003545366,0.0003009017,0.001027972,0.0004925733,0.0006577289,0.002902127],"category_scores_gemma":[0.0008020579,0.0002628922,0.0007186709,0.004570737,0.0002586784,0.001488677,0.0005653045,0.0005795379,0.0005144407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006222738,"about_ca_system_score_gemma":0.002632161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017852,"about_ca_topic_score_gemma":0.003409202,"domain_scores_codex":[0.9996439,0.00006648992,0.00007427857,0.00007466422,0.0001118648,0.00002877341],"domain_scores_gemma":[0.999511,0.0001947434,0.00009732717,0.00001488315,0.0001548561,0.00002707417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001577026,0.00009073017,0.001260046,0.1595633,0.0005808495,0.0004852535,0.0005308434,0.001344499,0.01475261,0.005595887,0.03099318,0.7846451],"study_design_scores_gemma":[0.000009557074,0.0002142217,0.004102312,0.01338234,0.0009686945,0.0009414133,0.0003833015,0.0002160633,0.002936421,0.001969908,0.9748328,0.00004308818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008819557,0.997095,0.0003214477,0.0003430306,0.0001263461,0.000006852419,0.0001319808,0.000009673667,0.001083669],"genre_scores_gemma":[0.002462704,0.996585,0.0002993767,0.0001350938,0.00007847703,0.00000606089,0.000102216,0.000001777396,0.0003292833],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003545366,"threshold_uncertainty_score":0.009708583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797319270307239,"score_gpt":0.286143492871376,"score_spread":0.2681703001683036,"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."}}