{"id":"W4396672478","doi":"10.1017/plc.2024.11","title":"National Action Plans: Effectiveness and requirements for the Global Plastics Treaty","year":2024,"lang":"en","type":"article","venue":"Cambridge Prisms Plastics","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Treaty; Action (physics); Business; Environmental planning; Political science; Law and economics; International trade; Environmental science; Law; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003576451,0.0001378246,0.0000938919,0.00002401497,0.0001840094,0.0001367286,0.0001272861,0.00006324047,0.000008813845],"category_scores_gemma":[0.0001724437,0.00009983771,0.00004208771,0.0001408297,0.0001195439,0.0001403973,0.0001212242,0.00008719609,0.00004010509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002607511,"about_ca_system_score_gemma":0.00001368179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002289341,"about_ca_topic_score_gemma":0.00001172029,"domain_scores_codex":[0.9990715,0.00002995461,0.0001451411,0.0002839197,0.0002873164,0.0001821219],"domain_scores_gemma":[0.9990841,0.0007219426,0.00003514136,0.0001004976,0.00001288892,0.00004542246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007768463,0.0003127276,0.1841678,0.001179392,0.0006693306,0.00005231361,0.0001816375,0.03231281,0.003193929,0.07318798,0.1683785,0.5355867],"study_design_scores_gemma":[0.0009089079,0.0004354752,0.4733008,0.000253244,0.0003249526,0.00004214155,0.00006844464,0.3610339,0.002879704,0.006092721,0.1541343,0.0005254515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1922981,0.0001724828,0.7994029,0.0001856903,0.001284563,0.0008110575,0.0003270032,0.0003063644,0.0052119],"genre_scores_gemma":[0.9974372,0.000146875,0.001745804,0.00005765622,0.0001439457,0.00009765574,0.00002350949,0.00001556819,0.0003317522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8051392,"threshold_uncertainty_score":0.4071264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373292222182708,"score_gpt":0.3139540865239619,"score_spread":0.2802211643021348,"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."}}