{"id":"W7037339329","doi":"","title":"Development of Novel High Temperature Mixed Matrix Membranes (MMMs) for Oil Sands Wastewater Treatment","year":2022,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Orthoptera Research and Taxonomy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Fouling; Water treatment; Reuse; Produced water; Commercialization; Membrane technology; Nanoparticle; Enhanced oil recovery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006814564,0.0002914889,0.0005116267,0.0001330141,0.0006010269,0.00002432781,0.0006513477,0.0002782055,0.003141604],"category_scores_gemma":[0.000002302295,0.0001874864,0.0003637514,0.000398297,0.00007696146,0.0005428026,0.0001889932,0.0001806105,0.000004753481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060274,"about_ca_system_score_gemma":0.000339492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001142117,"about_ca_topic_score_gemma":0.00931685,"domain_scores_codex":[0.9986794,0.00005793004,0.0001777798,0.0004604281,0.0003065575,0.0003178807],"domain_scores_gemma":[0.9992388,0.0001176649,0.000283347,0.0001167786,0.00007689417,0.0001665198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.02034971,0.005641154,0.004815558,0.003944896,0.00353784,0.0004158313,0.0860987,0.0001116364,0.5839654,0.0005229847,0.004173595,0.2864227],"study_design_scores_gemma":[0.003168951,0.0008935649,0.005550969,0.0001616979,0.0002428608,0.000003036012,0.4885077,0.00001524476,0.07387083,0.000018448,0.4267828,0.0007839065],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961734,0.0000973284,7.261768e-7,0.0002956921,0.0001549171,0.0003081172,0.001845929,0.00005710979,0.001066794],"genre_scores_gemma":[0.8151622,0.0002135567,0.006793892,0.000007172751,0.00006380364,9.684796e-7,0.01200259,0.000004997394,0.1657508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5100946,"threshold_uncertainty_score":0.9977697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342539108156035,"score_gpt":0.1873419666399476,"score_spread":0.1739165755583873,"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."}}