{"id":"W6946022268","doi":"10.26182/50pz-1563","title":"Low grade waste heat thermal desalination and novel brine management","year":2022,"lang":"en","type":"other","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brine; Desalination; Low-temperature thermal desalination; Geothermal desalination; Thermal","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":[0.0001299974,0.0002605258,0.0002524234,0.0002305089,0.000161292,0.0003319489,0.0004119739,0.0002568523,0.001605673],"category_scores_gemma":[0.00007503747,0.0001352355,0.0002179067,0.0002423003,0.0001865085,0.0004517621,0.0003002826,0.000352425,0.0004519476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461376,"about_ca_system_score_gemma":0.0002262261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004379131,"about_ca_topic_score_gemma":0.001542269,"domain_scores_codex":[0.9998772,0.00001052218,0.000005958312,0.00002751007,0.00006344456,0.00001531036],"domain_scores_gemma":[0.9999715,0.00000348527,0.000006302636,0.000004993704,0.000009428339,0.000004301092],"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":[0.0001185099,0.00008516544,0.0004284701,0.0001991017,0.000005709795,0.0001177823,0.00002890973,0.00108053,0.9764342,0.0007655196,0.0001925058,0.02054366],"study_design_scores_gemma":[0.00001954614,0.0002129945,0.001149436,0.000003678387,0.000009108116,0.0001581403,0.00001506363,0.006544867,0.985692,0.0001295573,0.006058695,0.000006846175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8974416,0.001604912,0.08732137,0.0001835872,0.00007992215,0.0001432878,0.0003044977,0.0006893562,0.01223155],"genre_scores_gemma":[0.97089,0.0004692649,0.01827923,0.00003135881,0.00001412971,0.00003505017,0.0001912478,0.00003395815,0.01005572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001605673,"threshold_uncertainty_score":0.005371451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06745477549322429,"score_gpt":0.3085029999341287,"score_spread":0.2410482244409044,"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."}}