{"id":"W7115820680","doi":"","title":"DEVELOPING INTEGRATED MEMBRANE PROCESSES FOR INDUSTRIAL WASTEWATERS","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs; McMaster University","keywords":"Industrial wastewater treatment; Membrane technology; Wastewater; Membrane fouling; Membrane; Desalination; Fouling; Sewage treatment","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009852542,0.0007568767,0.0008702248,0.0005615462,0.00038249,0.001529473,0.001111146,0.001662944,0.001339215],"category_scores_gemma":[0.000585247,0.0005329422,0.001143331,0.0006851128,0.0003451059,0.001823818,0.001344154,0.001666258,0.001333199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120678,"about_ca_system_score_gemma":0.001002147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005665605,"about_ca_topic_score_gemma":0.000899806,"domain_scores_codex":[0.9990819,0.00009237299,0.00006444677,0.0002415092,0.0003925599,0.0001272246],"domain_scores_gemma":[0.9998154,0.00002681286,0.00003945081,0.00002186818,0.00007623847,0.00002022223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003349141,0.0000935561,0.0001846347,0.0005113778,0.00002900519,0.00006653356,0.00004447477,0.001266891,0.9732574,0.001524944,0.0003349694,0.0226526],"study_design_scores_gemma":[0.00001958219,0.0003184276,0.0005941226,0.00005947345,0.00004719342,0.0001430814,0.00004826077,0.006571445,0.9611451,0.0006501953,0.03037929,0.00002376157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4025691,0.02151801,0.5525424,0.002021639,0.0009326704,0.001383321,0.001136078,0.002683217,0.0152135],"genre_scores_gemma":[0.4769568,0.02200113,0.4844391,0.0008288611,0.0001257524,0.001130967,0.00186906,0.0001974612,0.01245089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001662944,"threshold_uncertainty_score":0.008755863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02997516610658766,"score_gpt":0.2332700971159047,"score_spread":0.2032949310093171,"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."}}