{"id":"W2770412125","doi":"10.1016/j.marpolbul.2017.11.039","title":"Drowning in debris: Solutions for a global pervasive marine pollution problem","year":2017,"lang":"en","type":"letter","venue":"Marine Pollution Bulletin","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Marine debris; Debris; Marine pollution; Pollution; Environmental science; Microplastics; Oceanography; Geology; Ecology; Biology","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":[0.001779108,0.0006778073,0.0008143883,0.0003918557,0.003139182,0.003281716,0.001289381,0.04528452,0.008707029],"category_scores_gemma":[0.008223885,0.0003531255,0.001051501,0.0003287318,0.00312356,0.00398525,0.00256797,0.03411438,0.005466627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345108,"about_ca_system_score_gemma":0.003581548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004582078,"about_ca_topic_score_gemma":0.01096505,"domain_scores_codex":[0.9988159,0.0002291039,0.0001549187,0.0001586633,0.0004113584,0.0002300965],"domain_scores_gemma":[0.9965484,0.001630523,0.0002485078,0.0001464399,0.0007011722,0.0007250609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002900078,0.00005745185,0.0009166028,0.00008237991,0.00001814941,0.002967588,0.00027477,0.00008239759,0.0004970742,0.006785952,0.9595059,0.02878265],"study_design_scores_gemma":[0.00004044242,0.00005996392,0.001111163,0.0002352909,0.00002273312,0.002142635,0.001088723,0.0002170905,0.0002195691,0.01574148,0.9790892,0.00003174674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004433859,0.001904773,0.0001609538,0.9862652,0.007688025,0.000005131773,0.00002120135,0.00001874222,0.003492529],"genre_scores_gemma":[0.005690722,0.00346684,0.0003381398,0.9485986,0.03181345,0.00001828393,0.00003185562,0.00002271674,0.01001933],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04528452,"threshold_uncertainty_score":0.0291279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368348489361757,"score_gpt":0.2187316090139416,"score_spread":0.205048124120324,"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."}}