{"id":"W4402638625","doi":"10.1016/j.apsusc.2024.161288","title":"Selective control of surface characteristics of magnesite and quartz by a novel silicophilic collector stearylamine acetate","year":2024,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Magnesite; Quartz; Chemistry; Chemical engineering; Mineralogy; Chromatography; Materials science; Metallurgy; Magnesium; Engineering","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":[0.0001758839,0.000216768,0.0002230684,0.0001620331,0.0001550332,0.0002922818,0.000360913,0.0002750582,0.0004638216],"category_scores_gemma":[0.0001912104,0.0001919619,0.0001687187,0.00009496106,0.0001798401,0.0002035612,0.0002854722,0.0002666283,0.0002077771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001825787,"about_ca_system_score_gemma":0.0001785484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004164207,"about_ca_topic_score_gemma":0.001465804,"domain_scores_codex":[0.9998658,0.00001444738,0.00001075148,0.00004296269,0.00004596941,0.00002007747],"domain_scores_gemma":[0.9998602,0.00003827411,0.00003306642,0.0000190863,0.00003106589,0.000018317],"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":[0.00002884953,0.000003787852,0.00006239746,0.000006359644,0.00000160322,0.000007134843,0.000007604989,0.00001656529,0.9994165,0.0000236107,0.000009187692,0.0004165208],"study_design_scores_gemma":[0.00000454885,0.000032815,0.000418418,3.287476e-7,0.000002707264,0.0000184425,0.000004426917,0.0004467379,0.9988565,0.00000412912,0.0002090823,0.000001845753],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906332,0.000261007,0.007958124,0.00006903134,0.0000244133,0.00001559669,0.00008157209,0.0001203809,0.0008365129],"genre_scores_gemma":[0.9956239,0.0001602831,0.002584494,0.00002895198,0.00001527569,0.00001035908,0.00008387991,0.00001948596,0.001473345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004638216,"threshold_uncertainty_score":0.001551628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006182111762536111,"score_gpt":0.229632270990536,"score_spread":0.2234501592279999,"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."}}