{"id":"W4392840734","doi":"10.2139/ssrn.4746262","title":"A Novel Synthesis Method of Magnetic Janus Particles for Wastewater Applications","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Janus; Wastewater; Janus particles; Magnetic nanoparticles; Materials science; Nanotechnology; Process engineering; Environmental science; Engineering; Environmental engineering; Nanoparticle","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":[0.0001603934,0.0003548485,0.0004392867,0.0003591977,0.0003988631,0.0004680514,0.0003537707,0.0004831826,0.001574268],"category_scores_gemma":[0.0001770216,0.000248356,0.0002753382,0.0001807302,0.0002417953,0.0004092332,0.0003797147,0.0007694048,0.0007877958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193427,"about_ca_system_score_gemma":0.0002611901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001982496,"about_ca_topic_score_gemma":0.0005664088,"domain_scores_codex":[0.9998298,0.00001677176,0.00001528727,0.00005435471,0.00006634752,0.00001740949],"domain_scores_gemma":[0.9999305,0.00001488681,0.00001282802,0.00001288257,0.00001682655,0.00001203675],"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":[0.00003135224,0.00001633688,0.0000273983,0.0001465598,0.000006310262,0.00003671748,0.00001923159,0.00007071739,0.9914234,0.0004130926,0.0001097953,0.00769905],"study_design_scores_gemma":[0.00001465947,0.00009206365,0.0002215179,0.0000050493,0.00001399653,0.0001768728,0.00001123825,0.001368841,0.9914873,0.0001962263,0.006403085,0.000009297701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6714954,0.01347638,0.292084,0.001041582,0.001236946,0.000555917,0.0005630018,0.00171076,0.01783592],"genre_scores_gemma":[0.8641303,0.003027247,0.1161436,0.0002715306,0.0002199551,0.0002479225,0.0002718612,0.0001978559,0.01548966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001574268,"threshold_uncertainty_score":0.005266488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145028898128814,"score_gpt":0.2971422840579421,"score_spread":0.275691995076654,"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."}}