{"id":"W4389302403","doi":"10.21203/rs.3.rs-3689313/v1","title":"Unravelling protein corona formation on pristine and leached microplastics","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Commonwealth Scientific and Industrial Research Organisation; Canada Excellence Research Chairs, Government of Canada; Australian National Fabrication Facility","keywords":"Microplastics; Biofouling; Adsorption; Protein adsorption; Chemistry; Chemical engineering; Materials science; Environmental chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002498892,0.0003137076,0.000234764,0.000317616,0.0001597038,0.0002886871,0.0001194674,0.0003104299,0.0007013435],"category_scores_gemma":[0.0002679029,0.0001868394,0.0002607064,0.0001829823,0.0002267228,0.0003384024,0.0001889786,0.0004122155,0.0001880094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047857,"about_ca_system_score_gemma":0.0001017865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006103122,"about_ca_topic_score_gemma":0.001013071,"domain_scores_codex":[0.9998043,0.00002095222,0.00001421094,0.00004580406,0.00007570295,0.00003902146],"domain_scores_gemma":[0.9997634,0.00007300382,0.00006307725,0.00001376921,0.00006386871,0.00002288383],"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":[0.00001763193,0.000004831148,0.000251579,0.00003470422,0.000002845863,0.00002025774,0.00001585164,0.00002316615,0.9991904,0.000005373723,0.000005412147,0.0004278463],"study_design_scores_gemma":[0.000001555436,0.0001006835,0.01326985,0.00001133715,0.000009853403,0.00007605008,0.00005938171,0.0005332943,0.9852057,0.00001170257,0.0007147366,0.000005942371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959452,0.0007791105,0.002512034,0.0000250378,0.00001155209,0.00001923464,0.0002722618,0.00003518418,0.0004004879],"genre_scores_gemma":[0.9928418,0.0006999547,0.004400886,0.00005362204,0.0000063114,0.00004529368,0.0004624702,0.00003302975,0.001456664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007013435,"threshold_uncertainty_score":0.002346218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08489695672375488,"score_gpt":0.33530718859424,"score_spread":0.2504102318704851,"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."}}