{"id":"W4410776374","doi":"10.31223/x5gf07","title":"Identifying and overcoming social-ecological barriers to ending plastics pollution","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; University of Toronto; Svenska Forskningsrådet Formas","keywords":"Pollution; Ecology; Business; Environmental planning; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04153444,0.0008527036,0.0007500513,0.002603616,0.007609962,0.01100402,0.002485782,0.004992608,0.006064988],"category_scores_gemma":[0.06195932,0.0005682979,0.001050417,0.002122736,0.008633422,0.009744834,0.01588752,0.004470474,0.0008451661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006827326,"about_ca_system_score_gemma":0.01912084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002738322,"about_ca_topic_score_gemma":0.008574052,"domain_scores_codex":[0.9566047,0.03124787,0.001675971,0.002545319,0.005159488,0.002766711],"domain_scores_gemma":[0.9261296,0.05805822,0.004149399,0.003418581,0.006486282,0.001757928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003424759,0.0005054419,0.04066132,0.005756845,0.0002359532,0.0043724,0.3004348,0.01121293,0.01514858,0.308579,0.01617124,0.2965792],"study_design_scores_gemma":[0.00004589959,0.000277687,0.0166791,0.004319919,0.0002022896,0.0007353635,0.347234,0.009238136,0.01473403,0.3887418,0.2176633,0.0001284178],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5236053,0.003188413,0.2079597,0.07773277,0.0005973492,0.002284737,0.0005579816,0.0001767872,0.1838969],"genre_scores_gemma":[0.9145882,0.00244723,0.07248194,0.003492857,0.0001108464,0.001152729,0.0002362521,0.00006870949,0.005421223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04153444,"threshold_uncertainty_score":0.2196577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952178252120913,"score_gpt":0.2633567752309836,"score_spread":0.2438349927097744,"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."}}