{"id":"W3005015109","doi":"10.1016/j.scitotenv.2020.137172","title":"Impacts of Typhoon Mangkhut in 2018 on the deposition of marine debris and microplastics on beaches in Hong Kong","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Research Grants Council, University Grants Committee; City University of Hong Kong","keywords":"Microplastics; Typhoon; Marine debris; Debris; Environmental science; Deposition (geology); Oceanography; Environmental protection; 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":[0.0001892336,0.0003496341,0.0001895165,0.0003015389,0.0006493828,0.0007366465,0.0002421132,0.0003971116,0.001794676],"category_scores_gemma":[0.0001952578,0.0002010417,0.0003740571,0.0004275528,0.0005279731,0.000394234,0.001151051,0.0003944402,0.0001701679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002057423,"about_ca_system_score_gemma":0.002203151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2637858,"about_ca_topic_score_gemma":0.3793323,"domain_scores_codex":[0.9998723,0.00001203063,0.00001081734,0.0000166232,0.00001746835,0.00007059806],"domain_scores_gemma":[0.999746,0.00001417206,0.00007002045,0.00001112914,0.00006803865,0.00009055738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002448916,0.00007179774,0.9867137,0.00008850917,0.0001016831,0.002047536,0.00185686,0.0006106697,0.003346342,0.0002202778,0.001003835,0.003693849],"study_design_scores_gemma":[0.000002642511,0.00003478646,0.9951421,0.00001242832,0.00001759638,0.00004910666,0.003607592,0.0002240699,0.0001489302,0.00001583026,0.0007397493,0.000005160904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988268,0.0000706667,0.00001863034,0.0001146951,0.00001498766,0.000004772685,0.0003273044,0.000002473768,0.000619654],"genre_scores_gemma":[0.9982901,0.0001854534,0.00003731889,0.00004866803,0.00001002724,0.000006494878,0.0003251817,0.00000165823,0.001095056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2637858,"threshold_uncertainty_score":0.5245008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009513704448152843,"score_gpt":0.1797207082782981,"score_spread":0.1702070038301452,"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."}}