{"id":"W4376507199","doi":"10.1016/j.marpolbul.2023.115013","title":"Environmental and economic impacts of retrieved abandoned, lost, and discarded fishing gear in Southwest Nova Scotia, Canada","year":2023,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Fisheries and Oceans Canada","funders":"","keywords":"Nova scotia; Fishing; Fishery; Commercial fishing; Shore; Environmental science; Geography; Dredging; Oceanography; Archaeology; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000438404,0.0002652414,0.0001878193,0.0008011375,0.002213196,0.001003895,0.0005181632,0.0002158634,0.001320446],"category_scores_gemma":[0.0009186298,0.0002098291,0.0001846782,0.001188889,0.0008414272,0.0001831978,0.0007942583,0.0003892262,0.000190338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01711482,"about_ca_system_score_gemma":0.02292332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9930068,"about_ca_topic_score_gemma":0.9986109,"domain_scores_codex":[0.9995227,0.00004275832,0.0000264787,0.00005775388,0.0001532497,0.0001971792],"domain_scores_gemma":[0.9986518,0.00006198818,0.0003348334,0.00003851107,0.0005166808,0.0003962054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001081388,0.00005137816,0.9849413,0.00005355736,0.00004275409,0.0006512236,0.001122898,0.0003652379,0.0009450512,0.00007830782,0.002053566,0.00958651],"study_design_scores_gemma":[0.000004163907,0.00002281305,0.9946893,0.00004722865,0.00001111409,0.00007781314,0.003599629,0.0001844379,0.000113639,0.000009183063,0.001234856,0.000005862224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965229,0.0002472555,0.00004789295,0.0001687695,0.000009726286,0.00003101094,0.001357478,0.000004493134,0.00161047],"genre_scores_gemma":[0.9946874,0.0005714232,0.0002416884,0.0001712414,0.000003319971,0.00002006393,0.001010773,0.000004622768,0.003289358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01711482,"threshold_uncertainty_score":0.1241773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004685480442816272,"score_gpt":0.1712819890937229,"score_spread":0.1665965086509067,"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."}}