{"id":"W4391542404","doi":"10.3390/pr12020339","title":"Integrated and Hybrid Processes for the Treatment of Actual Wastewaters Containing Micropollutants: A Review on Recent Advances","year":2024,"lang":"en","type":"review","venue":"Processes","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Biochemical engineering; Waste management; 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":[0.0001372034,0.0004800153,0.0009456481,0.00003580765,0.0001064897,0.00006368874,0.0002378065,0.00005606507,0.0001853334],"category_scores_gemma":[0.0002415079,0.0002157115,0.0001361364,0.000411074,0.000390488,0.0001710033,0.00006121209,0.0001208049,0.00004154551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121342,"about_ca_system_score_gemma":0.0001307337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006975023,"about_ca_topic_score_gemma":0.000008785141,"domain_scores_codex":[0.9984792,0.00004282775,0.0004553742,0.0005214944,0.0001865239,0.00031454],"domain_scores_gemma":[0.998827,0.000717991,0.0001781704,0.0001569852,0.00001168269,0.0001081674],"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":[0.00001965255,0.0001289732,0.000001733428,0.1554931,0.0001130863,0.000005902645,0.00007478392,9.678425e-7,0.000005345312,9.109907e-7,0.000264302,0.8438913],"study_design_scores_gemma":[0.0001063875,0.0006277817,2.159673e-7,0.06168088,0.001519754,0.0000462317,0.00004945811,0.00000605311,0.0007792704,0.00002848203,0.9349212,0.0002342746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002119789,0.997212,0.00003536035,0.0003533769,0.0001199514,0.001639226,0.0004504659,0.00003746934,0.0001309887],"genre_scores_gemma":[0.0001544204,0.9990436,0.00008388745,0.0001890305,0.00004373939,0.0001777282,0.00005832796,0.00004402934,0.0002051678],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9346569,"threshold_uncertainty_score":0.8796459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07300826990785278,"score_gpt":0.3672858761192566,"score_spread":0.2942776062114039,"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."}}