{"id":"W4248066929","doi":"10.22215/etd/2013-06372","title":"Influence of support media on membrane fouling reduction of water with different organic and inorganic matter content","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Chemistry; Political science","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":[0.0002439549,0.0003918984,0.0002663252,0.0002001024,0.0002230037,0.0004594787,0.0002491741,0.0003556067,0.001464815],"category_scores_gemma":[0.001023388,0.0001542714,0.0002621498,0.000206724,0.0001444212,0.0003591859,0.0002357473,0.0003677098,0.000460817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966621,"about_ca_system_score_gemma":0.0002860411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829613,"about_ca_topic_score_gemma":0.002613833,"domain_scores_codex":[0.9997862,0.0000485949,0.0000225694,0.00003627275,0.00005455144,0.00005179752],"domain_scores_gemma":[0.9996498,0.0001572309,0.00005067514,0.00001479266,0.00009196845,0.0000355806],"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":[0.001022548,0.0001384078,0.0003499126,0.0002156432,0.00002977907,0.00006334108,0.00009500482,0.0002088212,0.9905903,0.00004161281,0.0001329552,0.007111612],"study_design_scores_gemma":[0.00001488484,0.000500999,0.001172015,0.000018946,0.00003345338,0.00002206457,0.00004609145,0.0004265857,0.9968504,0.00001166986,0.0008949852,0.000007801801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959046,0.001631888,0.0003819844,0.00005771768,0.00005709521,0.0000187377,0.0001767337,0.00001414601,0.0017571],"genre_scores_gemma":[0.9943125,0.001879105,0.001449161,0.00005743322,0.00002253445,0.000024566,0.000349552,0.00001582425,0.001889252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001829613,"threshold_uncertainty_score":0.004900277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097567298181881,"score_gpt":0.2094364155561168,"score_spread":0.198460742574298,"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."}}