{"id":"W4362507055","doi":"10.1021/acsami.3c01275","title":"Insight into the Binding Mechanisms of Quartz-Selective Peptides: Toward Greener Flotation Processes","year":2023,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"PROTEO; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Peptide; Quartz; Adsorption; Phage display; Reagent; Lysine; Molecular dynamics; Selectivity; Combinatorial chemistry; Aspartic acid; Amino acid; Glutamic acid; Materials science; Chemistry; Chemical physics; Biophysics; Nanotechnology; Computational chemistry; Organic chemistry; Biochemistry; Biology; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004143025,0.0001548889,0.0001901449,0.00007818649,0.0001371247,0.0000825337,0.0002738645,0.00006688482,0.0007771199],"category_scores_gemma":[0.00005433567,0.0001078176,0.00001082804,0.0004888421,0.0001157866,0.0002050267,0.0001359331,0.00005007605,0.0006422015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004695064,"about_ca_system_score_gemma":0.00001518923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003157383,"about_ca_topic_score_gemma":0.000194357,"domain_scores_codex":[0.998853,0.00005956331,0.0003696711,0.0002663574,0.0002788845,0.0001724811],"domain_scores_gemma":[0.9994814,0.00008423714,0.0002146429,0.0001610113,0.00003394266,0.00002476393],"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":[0.00003510036,0.00001607915,0.00001719624,0.00003879272,0.00001162066,2.926409e-7,0.01253541,0.0001812723,0.9824225,0.001991976,0.001865012,0.0008847244],"study_design_scores_gemma":[0.0001071573,0.00007122135,0.0002167717,0.00001756605,0.00001027921,6.333125e-7,0.001395144,0.0000116209,0.9885029,0.009207801,0.0003301307,0.0001287766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948445,0.000008396207,0.0005735402,0.0002851907,0.0001145014,0.0004208495,0.00001053132,0.0002056163,0.00353686],"genre_scores_gemma":[0.9983596,0.00006444652,0.0005972408,0.0001370389,0.00002510845,0.0002600859,0.00003706538,0.00001956991,0.000499901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01114026,"threshold_uncertainty_score":0.8508919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01881349390720277,"score_gpt":0.2630228654908868,"score_spread":0.2442093715836841,"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."}}