{"id":"W4412924502","doi":"10.1017/plc.2025.10020.pr7","title":"Recommendation: Complexity in managing plastics — R1/PR7","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005423452,0.0006962917,0.001229084,0.001639374,0.002740656,0.00742794,0.003010164,0.02589757,0.2749651],"category_scores_gemma":[0.04509977,0.0005479445,0.001860171,0.002000966,0.001448786,0.006745124,0.001963042,0.007644796,0.2862134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003496407,"about_ca_system_score_gemma":0.01897287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01752949,"about_ca_topic_score_gemma":0.03777584,"domain_scores_codex":[0.9939623,0.0007620758,0.0004826873,0.0004250272,0.003688514,0.0006793865],"domain_scores_gemma":[0.9452388,0.008245667,0.00214684,0.002659264,0.03619528,0.005514217],"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":[0.00001257074,0.00001837319,0.00005643705,0.0001588982,0.000002753053,0.00002745459,0.00000948192,0.00002206993,0.00007848514,0.0006055869,0.9911391,0.007868727],"study_design_scores_gemma":[0.00004980741,0.00002034884,0.0004631863,0.0003250547,0.000006770375,0.0000271485,0.00005615999,0.00005511643,0.0001077126,0.001017342,0.9978566,0.00001482156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0008230578,0.004420707,0.00219618,0.4844409,0.07513236,0.003670251,0.009647665,0.002013442,0.4176555],"genre_scores_gemma":[0.004983843,0.006372785,0.004542473,0.3760265,0.02595007,0.001708632,0.004940476,0.0008018963,0.5746734],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2749651,"threshold_uncertainty_score":0.9198498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03693659289578311,"score_gpt":0.2836665876338191,"score_spread":0.246729994738036,"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."}}