{"id":"W4392758509","doi":"10.5194/egusphere-egu24-13967","title":"Heterogeneous Ice Nucleation of Microplastics before and after Oxidation","year":2024,"lang":"en","type":"preprint","venue":"","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Microplastics; Nucleation; Ice nucleus; Environmental science; Environmental chemistry; Oceanography; Chemistry; Geology","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":[0.0001551826,0.0002885269,0.0002476887,0.000259443,0.0001837234,0.0002915385,0.0001678005,0.0001473179,0.0009265291],"category_scores_gemma":[0.0003208249,0.0001189563,0.0002210079,0.0002374097,0.0002895785,0.0002773989,0.0001638702,0.0003959479,0.0001380919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002778945,"about_ca_system_score_gemma":0.0001214427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488587,"about_ca_topic_score_gemma":0.001615326,"domain_scores_codex":[0.9997817,0.00001231701,0.000007980731,0.00008010656,0.00006772437,0.00005025788],"domain_scores_gemma":[0.9998141,0.00006454816,0.00003939985,0.00001345665,0.0000444285,0.0000239969],"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":[0.00009712938,0.0000123243,0.001788556,0.00003525918,0.00001054159,0.00009797738,0.00006098337,0.0001472044,0.9963428,0.00004291474,0.00001556077,0.001348664],"study_design_scores_gemma":[0.00000492345,0.0001254006,0.03779992,0.000009527431,0.00001204406,0.0001320908,0.00005631678,0.001183221,0.9600058,0.00005833138,0.0006062083,0.000006271955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99591,0.0008066551,0.001859789,0.00000765794,0.00001089037,0.00002023466,0.0002137138,0.00001257584,0.001158541],"genre_scores_gemma":[0.9970877,0.0003209877,0.001164428,0.00001536678,0.000006104936,0.00001877711,0.0003569289,0.00001628485,0.001013581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001488587,"threshold_uncertainty_score":0.003099561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008962401633262663,"score_gpt":0.2230665878334606,"score_spread":0.2141041862001979,"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."}}