{"id":"W4283804586","doi":"10.1139/as-2022-0004","title":"Microplastics in Arctic invertebrates: status on occurrence and recommendations for future monitoring","year":2022,"lang":"en","type":"article","venue":"Arctic Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Framsenteret; Naturvårdsverket; European Commission","keywords":"Microplastics; Invertebrate; Benthic zone; Marine invertebrates; Arctic; Pelagic zone; Ecology; Bioaccumulation; Environmental science; Biology; Fishery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005033126,0.0001078205,0.00008706262,0.0001188271,0.0007182305,0.00005926958,0.0002396199,0.00001828518,0.0003699903],"category_scores_gemma":[0.0003692527,0.0001076158,0.00001596072,0.0007369014,0.000299213,0.000180295,0.0002712043,0.0002029713,0.00002810356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005125002,"about_ca_system_score_gemma":0.00007322879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002595122,"about_ca_topic_score_gemma":0.00006744036,"domain_scores_codex":[0.9986373,0.00003617086,0.0001708952,0.0004112257,0.0003078004,0.0004365724],"domain_scores_gemma":[0.9993075,0.0003147848,0.00006959477,0.0001589497,0.00001420146,0.0001350054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000144964,0.0004623029,0.8774595,0.00006738889,0.000008899601,0.00001156295,0.005987327,0.01835373,0.04306518,0.004889686,0.003234858,0.04631461],"study_design_scores_gemma":[0.002579955,0.001604102,0.7995062,0.0001915206,0.00004639113,0.0001129244,0.007661145,0.09234765,0.005295445,0.008360905,0.08104319,0.001250595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955983,0.0000417868,0.001061239,0.0009082964,0.001770151,0.0002796438,0.0001483434,0.00001640595,0.0001758608],"genre_scores_gemma":[0.9963778,0.00005196712,0.003227031,0.0002030062,0.00003914746,0.00005263513,0.000007837499,0.000004974156,0.00003561093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07795332,"threshold_uncertainty_score":0.5524121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816936926412272,"score_gpt":0.2549898856755582,"score_spread":0.2368205164114355,"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."}}