{"id":"W4409197903","doi":"10.1016/j.wsee.2025.03.007","title":"Performance assessment of personal care products industrial effluent treatment plant and its impacts on the environment","year":2025,"lang":"en","type":"article","venue":"Watershed Ecology and the Environment","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rajshahi University; Bangladesh Council of Scientific and Industrial Research","keywords":"Personal care; Effluent; Business; Environmental science; Waste management; Engineering; Medicine","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":[0.0008166397,0.0004056656,0.0003629613,0.0004830705,0.0004084192,0.0007253219,0.0003175748,0.000514962,0.0009506363],"category_scores_gemma":[0.0006051793,0.0001006324,0.0005222253,0.0006369711,0.0001572198,0.0003259208,0.0003242599,0.0002288374,0.0002656025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009808588,"about_ca_system_score_gemma":0.0007495539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009665003,"about_ca_topic_score_gemma":0.009320495,"domain_scores_codex":[0.9992101,0.0001037204,0.0000595489,0.00009158847,0.0004536958,0.00008122915],"domain_scores_gemma":[0.9994839,0.00007023654,0.00008484571,0.00002560027,0.0003083346,0.00002703664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001066699,0.001104404,0.0654728,0.001371976,0.0001372772,0.0005862046,0.0002858369,0.01872459,0.8113979,0.0003372979,0.001391759,0.09812332],"study_design_scores_gemma":[0.00006972613,0.00796314,0.20521,0.0000791729,0.0002804001,0.0006379127,0.0008101137,0.03630394,0.7411155,0.0002716286,0.007184972,0.00007348361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954988,0.0003732413,0.001556113,0.00005892731,0.000007989065,0.00006511067,0.0003154779,0.00003620487,0.00208811],"genre_scores_gemma":[0.9954103,0.0005389047,0.00210546,0.00003254501,0.000005017736,0.00003907461,0.0003969127,0.00001073832,0.001461103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009665003,"threshold_uncertainty_score":0.01921749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279229629502725,"score_gpt":0.2370224922686641,"score_spread":0.2142301959736369,"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."}}