{"id":"W4225579856","doi":"10.1007/978-3-030-39041-9_26","title":"Governance and Measures for the Prevention of Marine Debris","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Microplastics; Corporate governance; Environmental planning; Plastic pollution; Business; Pollution; Marine ecosystem; Pollution prevention; Marine debris; Environmental resource management; Environmental science; Ecosystem; Geography; Debris; 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":[0.0004842177,0.0004865871,0.0001748914,0.0005233847,0.0007354274,0.00281101,0.0005935393,0.001388496,0.01068542],"category_scores_gemma":[0.001008002,0.0001616213,0.0001459086,0.0007268515,0.002105314,0.001616635,0.00115487,0.001475691,0.002108564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715019,"about_ca_system_score_gemma":0.003356864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006267654,"about_ca_topic_score_gemma":0.01450083,"domain_scores_codex":[0.9996456,0.0001036022,0.00001000196,0.00003932898,0.0001520238,0.00004941256],"domain_scores_gemma":[0.999828,0.00006253624,0.0000255479,0.00002095763,0.00004088099,0.00002213303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004059701,0.00002896814,0.0001987234,0.00009646371,0.000003265984,0.00004252728,0.000362586,0.001225182,0.0002679126,0.7976765,0.1103054,0.08978827],"study_design_scores_gemma":[0.000002599879,0.00001131884,0.0009626524,0.0003310832,0.000002109118,0.00004950296,0.0003785868,0.0003622179,0.0001774026,0.1684096,0.8293074,0.000005643076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001818829,0.02823167,0.01041059,0.02112107,0.001633527,0.00009653086,0.00008251605,0.00009979635,0.9365056],"genre_scores_gemma":[0.07334438,0.04188362,0.00910449,0.006389564,0.001251537,0.0002207273,0.0001444969,0.00008440094,0.8675768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01068542,"threshold_uncertainty_score":0.03574628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275657396712748,"score_gpt":0.194526451102057,"score_spread":0.1817698771349296,"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."}}