{"id":"W4401687945","doi":"10.1016/j.mineng.2024.108925","title":"Experimental and theoretical investigations into the surface chemical properties and separation of serpentine from quartz using xanthomonas campestris as a selective flocculant","year":2024,"lang":"en","type":"article","venue":"Minerals Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"First Quantum Minerals (Canada)","funders":"Hanyang University","keywords":"Xanthomonas campestris; Flocculation; Quartz; Chemistry; Materials science; Chemical engineering; Engineering; Metallurgy; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001095222,0.0001111596,0.0001095795,0.00002330001,0.00005327507,0.00006186894,0.00004901366,0.00004265878,0.00009208358],"category_scores_gemma":[0.00004805563,0.00007986175,0.00001873363,0.0001615206,0.0001873771,0.0001726375,0.00005791403,0.0000799896,0.000004251299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003715675,"about_ca_system_score_gemma":0.00001116681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007916879,"about_ca_topic_score_gemma":0.000009718828,"domain_scores_codex":[0.9993715,0.00003003156,0.0001794038,0.0001917062,0.000133877,0.00009346141],"domain_scores_gemma":[0.9997825,0.00005805161,0.00002187154,0.00007675915,0.00001000774,0.00005082043],"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":[0.000004696661,0.000009639052,0.0002534595,0.00001013823,0.00001064457,0.000001083351,0.0048216,0.003285656,0.98819,0.003195648,0.0001562624,0.00006115674],"study_design_scores_gemma":[0.00004640844,0.00001844636,0.0001406238,0.00003077189,0.000009678323,0.00000734557,0.0001098368,0.35148,0.6475883,0.000222784,0.0002723829,0.00007343874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996111,0.0007601469,0.002473674,0.0002421145,0.00002771816,0.0001794591,0.000004113414,0.00006756846,0.000134163],"genre_scores_gemma":[0.9936296,0.00001653583,0.006184623,0.00003372407,0.00002404178,0.00001843428,0.00001045709,0.00001123658,0.0000712835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3481943,"threshold_uncertainty_score":0.3256668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141796170606443,"score_gpt":0.2573836456440259,"score_spread":0.2432040285833816,"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."}}