{"id":"W4416767016","doi":"10.3389/fsci.2025.1734228","title":"Plastic pollution and climate change: insights from a One Health perspective","year":2025,"lang":"en","type":"article","venue":"Frontiers in Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Climate change; Framing (construction); Plastic pollution; Biodiversity; Hazard; Global warming; Perspective (graphical); Environmental issue; Wildlife","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002623676,0.0001028277,0.0001519236,0.0002119873,0.0003177345,0.00005087062,0.0002016021,0.0000402906,0.00003222098],"category_scores_gemma":[0.0001961667,0.00009912716,0.00001288412,0.0009830811,0.0009733,0.0003221034,0.0002223799,0.0001183398,0.00002231142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007948797,"about_ca_system_score_gemma":0.00007225729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001857393,"about_ca_topic_score_gemma":0.0005924935,"domain_scores_codex":[0.9987133,0.00003833225,0.0001636621,0.000466408,0.0002597547,0.000358518],"domain_scores_gemma":[0.9996267,0.00004585208,0.00006459604,0.0001421742,0.000009671076,0.0001110327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004583166,0.000764731,0.6535863,0.00008598225,0.00004037933,0.00002612612,0.02899528,0.002329547,0.05141207,0.1321062,0.01192173,0.1182734],"study_design_scores_gemma":[0.0003912694,0.00006332593,0.9481009,0.0001189822,0.000007112759,8.803688e-7,0.001008024,0.03713591,0.0002699972,0.01220715,0.000551066,0.0001453275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8729956,0.001873059,0.1135682,0.002352848,0.003180407,0.0005239832,0.00008878327,0.00005052612,0.005366667],"genre_scores_gemma":[0.9908766,0.0002900137,0.008337463,0.0004324336,0.0000247185,0.00001049014,0.000001699028,0.000003171098,0.00002345381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2945147,"threshold_uncertainty_score":0.4042288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026652213037513,"score_gpt":0.2396241811794078,"score_spread":0.2293576590490327,"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."}}