{"id":"W6983457845","doi":"","title":"Microplastic particles from roads and traffic : occurrence and concentrations in the environment","year":2022,"lang":"en","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abrasion (mechanical); Pollutant; Pollution; Road dust; Cadmium; Microplastics; Contamination; Road traffic","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001672118,0.0002449833,0.0002004797,0.001347537,0.0002547301,0.0005112513,0.0001254618,0.000540165,0.0006594104],"category_scores_gemma":[0.0001810504,0.0001434538,0.0002217834,0.001241835,0.0001428374,0.0002669995,0.0003188404,0.0001751859,0.0003655195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644474,"about_ca_system_score_gemma":0.0002081969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552708,"about_ca_topic_score_gemma":0.002459055,"domain_scores_codex":[0.9997513,0.00002005839,0.00002467323,0.00005489548,0.0001138442,0.00003524496],"domain_scores_gemma":[0.9997819,0.00002383388,0.00009599039,0.000004996844,0.00006591261,0.00002743901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007693416,0.0002908136,0.5703792,0.001469797,0.0002360677,0.001411152,0.0007562744,0.0007137897,0.3002252,0.0002011525,0.0009775034,0.1225697],"study_design_scores_gemma":[0.000006994359,0.0006878728,0.9272975,0.00007441187,0.0001397681,0.002605716,0.0008337864,0.000618802,0.05519244,0.0001864566,0.0123158,0.00004042683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783075,0.01873946,0.0004292113,0.00004457927,0.00001775131,0.00001676082,0.001087017,0.00002370852,0.001334088],"genre_scores_gemma":[0.9818224,0.01319089,0.0009253352,0.00004757163,0.00005402142,0.00003506094,0.001019313,0.000006317325,0.002898969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001552708,"threshold_uncertainty_score":0.003087342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874450176782266,"score_gpt":0.2375856813753824,"score_spread":0.2188411796075597,"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."}}