{"id":"W7105981367","doi":"10.7939/83478","title":"Interfacial Evaporation Systems for Volumetric Reduction of Complex Particle-laden Suspensions","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dewatering; Evaporation; Renewable energy; Evaporator; Tailings; Brine; Moisture; Wastewater","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":[0.0002404867,0.0003853058,0.0004326263,0.0002439396,0.0001919908,0.0004093112,0.0003496817,0.0004035287,0.0009302886],"category_scores_gemma":[0.0002059153,0.000232384,0.0004005265,0.0002570944,0.0001402622,0.0005754966,0.0005617579,0.0009447293,0.0005356511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002696447,"about_ca_system_score_gemma":0.0001533751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003028868,"about_ca_topic_score_gemma":0.0006867046,"domain_scores_codex":[0.9997657,0.00002453479,0.00001772361,0.00006045407,0.00009378412,0.00003779397],"domain_scores_gemma":[0.9999233,0.00002182705,0.00002273333,0.000005704281,0.00001927806,0.000007094666],"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":[0.00002971082,0.00005556612,0.0000854259,0.0002569361,0.00001069172,0.0000359612,0.00005637897,0.0006192016,0.9873855,0.0005035038,0.0002358347,0.0107254],"study_design_scores_gemma":[0.000007505741,0.0001595467,0.0003135923,0.00001271212,0.00001213364,0.00003988986,0.00001860378,0.004994283,0.9885557,0.00006262165,0.005812616,0.0000107914],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8341107,0.01386573,0.1389912,0.0004983158,0.0002467942,0.0003473802,0.0003565474,0.001122129,0.01046122],"genre_scores_gemma":[0.9525331,0.006843576,0.03100816,0.0001663359,0.00005726592,0.0002682545,0.0002593528,0.00009573259,0.008768319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009302886,"threshold_uncertainty_score":0.003112078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03585224660252752,"score_gpt":0.2596579420984846,"score_spread":0.2238056954959571,"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."}}