{"id":"W3174735775","doi":"10.5194/egusphere-egu21-3298","title":"Low-Energy Desalination Technologies for Treating Mining Effluents ","year":2021,"lang":"en","type":"article","venue":"","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Effluent; Desalination; Tailings; Environmental science; Water quality; Environmental engineering; Acid mine drainage; Work (physics); Waste management; Environmental protection; Engineering; Chemistry; Ecology; Environmental chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001231828,0.000356411,0.0001988071,0.0004615238,0.0004564364,0.0005797753,0.0005524742,0.0004859873,0.007005875],"category_scores_gemma":[0.0001757158,0.000158281,0.0003199348,0.0004892785,0.0003507695,0.001125251,0.0004792963,0.0008711399,0.002797566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004198183,"about_ca_system_score_gemma":0.0002790896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004495356,"about_ca_topic_score_gemma":0.00149018,"domain_scores_codex":[0.9998011,0.000008649135,0.000008222839,0.00003457932,0.000125296,0.00002215651],"domain_scores_gemma":[0.9999423,0.000009023499,0.00001555157,0.000007872868,0.00001893434,0.000006389905],"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":[0.00006127939,0.0001020022,0.0005194595,0.0007624711,0.00001037718,0.0003368853,0.0001378723,0.000935037,0.8393021,0.009482335,0.00440653,0.1439436],"study_design_scores_gemma":[0.00001161962,0.0001335117,0.001191737,0.00004572573,0.00001312247,0.000640584,0.00008288117,0.004265777,0.8813498,0.00170154,0.1105493,0.00001436008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4030025,0.04710466,0.331468,0.0043801,0.00188506,0.0004894309,0.001473483,0.002718056,0.2074787],"genre_scores_gemma":[0.7866979,0.02480791,0.0870626,0.0007580068,0.0002314166,0.000158754,0.0007699105,0.0002787873,0.09923474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007005875,"threshold_uncertainty_score":0.02343696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194101871280046,"score_gpt":0.2239807067428476,"score_spread":0.2120396880300472,"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."}}