{"id":"W4397012659","doi":"10.1017/plc.2024.11.pr5","title":"Recommendation: National Action Plans: Effectiveness and requirements for the Global Plastics Treaty — R1/PR5","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Treaty; Action (physics); Business; Computer science; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009483914,0.0002320769,0.0002194306,0.00002570774,0.0001752993,0.0001040047,0.0001997162,0.0001216777,0.001428982],"category_scores_gemma":[0.0001177724,0.0001514832,0.00009227067,0.0001564329,0.00007205748,0.0001121774,0.0002260062,0.0001404919,0.00008643955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005496683,"about_ca_system_score_gemma":0.00001521179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001735037,"about_ca_topic_score_gemma":0.0002906311,"domain_scores_codex":[0.9986679,0.00006537461,0.0002477961,0.0004614471,0.0003940793,0.0001633889],"domain_scores_gemma":[0.9993049,0.0003713595,0.0001101896,0.0001539307,0.0000237507,0.00003590088],"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":[0.00001508117,0.00001883283,0.0002621794,0.0008552668,0.00007466364,3.517698e-7,0.000001920223,0.00002619528,0.000001083177,0.0002853854,0.8151466,0.1833125],"study_design_scores_gemma":[0.0001460479,0.00007660504,0.001620446,0.000511417,0.0002418307,0.000004451695,0.000005804196,0.001033596,0.00001946431,0.00355375,0.9926136,0.0001730072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000225827,0.003730469,0.1721097,0.1296836,0.01488753,0.01152561,0.004961122,0.001207956,0.6616682],"genre_scores_gemma":[0.02335997,0.1422972,0.01945718,0.02526029,0.005444425,0.01098112,0.01657652,0.0004281145,0.7561952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1831395,"threshold_uncertainty_score":0.9994838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07977774072679937,"score_gpt":0.3873552099829361,"score_spread":0.3075774692561367,"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."}}