{"id":"W4388024701","doi":"10.1016/j.jcis.2023.10.110","title":"Rare earth elements interaction with iron-organic matter colloids as a control of the REE environmental dissemination","year":2023,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Horizon 2020; Université de Rennes 1; European Commission","keywords":"Colloid; Organic matter; Chemistry; Environmental chemistry; Genetic algorithm; Sediment; Rare earth; Mineralogy; Geology; Organic chemistry; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000456687,0.00007902422,0.0001269228,0.0000906887,0.0001901087,0.00006405803,0.0002610498,0.00001813559,0.001805864],"category_scores_gemma":[0.00003275504,0.00004572952,0.00004487219,0.0004756575,0.0002594013,0.0004560444,0.00002693241,0.0001064291,0.00003559949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001207147,"about_ca_system_score_gemma":0.00004793204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002380584,"about_ca_topic_score_gemma":0.00005892975,"domain_scores_codex":[0.9989577,0.00002880486,0.0002677075,0.000121818,0.0004728505,0.0001511235],"domain_scores_gemma":[0.9994416,0.00004392593,0.0003068692,0.00009034429,0.00004307464,0.00007413809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000105624,0.00001747015,0.4093318,0.000009469641,0.00001750876,8.734308e-7,0.0002979867,0.0004054483,0.5887288,5.187935e-7,0.0002760344,0.0008084389],"study_design_scores_gemma":[0.0005554608,0.000557914,0.5797381,0.000137554,0.00005948657,0.0001366698,0.003874221,0.00400989,0.4101758,0.00003821007,0.000608688,0.0001079705],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984165,0.0000583755,0.00003790764,0.0004433024,0.0001288992,0.00007332153,0.00002286915,0.000002424767,0.0008163344],"genre_scores_gemma":[0.9985199,0.00003805624,0.00003531868,0.00006138943,0.00002040391,3.017549e-7,0.000002272846,0.000001425851,0.001320943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.178553,"threshold_uncertainty_score":0.9991066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002999854217858414,"score_gpt":0.2056211761239857,"score_spread":0.2026213219061273,"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."}}