{"id":"W3083351119","doi":"10.1021/acs.est.0c02305","title":"Marine Plastic Debris: A New Surface for Microbial Colonization","year":2020,"lang":"en","type":"review","venue":"Environmental Science & Technology","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":505,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Environment Research Council; Consejo Nacional de Innovación, Ciencia y Tecnología; Ministerio de Economía y Competitividad; University of Warwick; Sight Research UK; European Regional Development Fund; Association of Commonwealth Universities; Ministerio de Ciencia, Innovación y Universidades","keywords":"Microplastics; Ecology; Prioritization; Identification (biology); Organism; Environmental science; Biology; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002273676,0.000515032,0.0008452201,0.000246223,0.0004465472,0.00006868754,0.001175239,0.0004718671,0.001641026],"category_scores_gemma":[0.0002861759,0.0004746948,0.0001772436,0.001599575,0.001720327,0.0001792783,0.001412579,0.0004024054,0.002034963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150652,"about_ca_system_score_gemma":0.0002354218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003742586,"about_ca_topic_score_gemma":0.00003070908,"domain_scores_codex":[0.9970283,0.00003020887,0.0005587697,0.001186659,0.000404015,0.0007920348],"domain_scores_gemma":[0.9987401,0.0001627903,0.0003893265,0.0004012612,0.00000271822,0.0003038091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001821121,0.0001165674,0.0002487539,0.0002465041,0.00002952586,0.00001870123,0.00003758699,0.0003608967,0.006248782,0.0002723196,0.004264587,0.9881375],"study_design_scores_gemma":[0.000268522,0.0002354335,0.00004913381,0.0002177412,0.0002169972,0.0001175655,0.0000106977,0.0006821695,0.0003172182,0.0002508952,0.9971393,0.0004943678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002867108,0.9404797,0.04582866,0.0005433217,0.002657751,0.004927703,0.001124836,0.0005595186,0.00101143],"genre_scores_gemma":[0.003031332,0.9848691,0.01072449,0.00006911077,0.0001564417,0.00006815034,0.0001985745,0.00008592791,0.0007968456],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9928747,"threshold_uncertainty_score":0.9997705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015470359937897,"score_gpt":0.2287921007428249,"score_spread":0.2186373971434459,"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."}}