{"id":"W6903537334","doi":"10.11575/prism/dspace/41129","title":"Tailoring Nanoparticle Designs for Cleaning up Oil Sands Process-affected Water","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Nanoparticle; Dispersion (optics); Filtration (mathematics); Asphaltene; Filter (signal processing); Asphalt; Flocculation; Tailings; Synthetic crude","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":[0.0001393812,0.0002926725,0.0001426146,0.0002215674,0.0001307184,0.0002642172,0.0001733278,0.0003414693,0.0003690395],"category_scores_gemma":[0.0001376842,0.0001530703,0.0002283978,0.00008424503,0.0001410153,0.0002450634,0.0001664065,0.0002594957,0.0002314182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004095665,"about_ca_system_score_gemma":0.0001664143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009010157,"about_ca_topic_score_gemma":0.002564119,"domain_scores_codex":[0.9999169,0.000007479633,0.000006845838,0.00002392533,0.0000270235,0.0000177762],"domain_scores_gemma":[0.9999554,0.000007122357,0.00001240811,0.000003008049,0.0000147894,0.000007257425],"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":[0.0000124963,0.00001013636,0.00005526003,0.00003453043,0.000002669232,0.00001382382,0.000009261849,0.0002342039,0.9979218,0.00009141841,0.00002553182,0.001588977],"study_design_scores_gemma":[0.000004081347,0.0001062306,0.0002654362,0.0000031229,0.000007544862,0.00002414441,0.00001120054,0.001747816,0.9961344,0.00002323547,0.001668711,0.000004074952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9716911,0.001472301,0.02312895,0.0001153379,0.00004697374,0.000112959,0.0001558876,0.0001651351,0.003111337],"genre_scores_gemma":[0.9752799,0.001017981,0.02114879,0.00007186148,0.00001101051,0.0001053946,0.000136215,0.00002893018,0.002199946],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.999099,"threshold_uncertainty_score":0.002971649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09579906503582399,"score_gpt":0.3473302857465066,"score_spread":0.2515312207106826,"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."}}