{"id":"W4391983169","doi":"10.1016/j.trac.2024.117611","title":"Microplastic occurrences, transport, and quantification and associated effects on primary productivity and carbon cycling processes in freshwater ecosystems","year":2024,"lang":"en","type":"article","venue":"TrAC Trends in Analytical Chemistry","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Chinese Academy of Sciences; National Natural Science Foundation of China; McGill University","keywords":"Cycling; Environmental science; Carbon cycle; Ecosystem; Productivity; Primary productivity; Carbon fibers; Natural resource economics; Ecology; Geography; Biology; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481373,0.000153454,0.000193705,0.00006492569,0.0000297756,0.00004330846,0.00004185073,0.0001125284,0.00004246978],"category_scores_gemma":[0.0001190215,0.0001333664,0.00001343641,0.0003404172,0.0001268815,0.00006761421,0.00001962416,0.0002426547,0.000001837311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026564,"about_ca_system_score_gemma":0.00001473974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001958102,"about_ca_topic_score_gemma":0.002314394,"domain_scores_codex":[0.9989224,0.00002677673,0.000220613,0.0004858527,0.0001391488,0.0002052083],"domain_scores_gemma":[0.9995285,0.0002849057,0.00003251033,0.00007404081,0.000003385372,0.00007664091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001819148,0.0005382549,0.7154282,0.004465527,0.00005372344,0.0001672771,0.0009566913,0.0006738994,0.2545091,0.00002983491,0.0003357562,0.02265983],"study_design_scores_gemma":[0.00121711,0.0001436637,0.7963928,0.001817601,0.000173389,0.00006156103,0.00003510849,0.1538964,0.0442305,0.0002555271,0.0009923123,0.0007840659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985041,0.0003873479,0.00002746979,0.0000850462,0.00007814257,0.00006243658,0.00004678264,0.00002267686,0.0007859783],"genre_scores_gemma":[0.9996761,0.00006059315,0.00002218299,0.000004569333,0.00003989671,0.000007961487,0.00005027575,0.000008216359,0.0001301811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2102786,"threshold_uncertainty_score":0.5438523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100920822542843,"score_gpt":0.2313600868772557,"score_spread":0.2212680046229714,"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."}}