{"id":"W4379651223","doi":"10.1021/acs.estlett.3c00359","title":"Balancing New Approaches and Harmonized Techniques in Nano- and Microplastics Research","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology Letters","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Library science; Microplastics; Chinese academy of sciences; Beijing; Engineering; Political science; Geography; Archaeology; Computer science; China; Chemistry; Environmental chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04321483,0.001154908,0.001304159,0.005067167,0.002419821,0.008197608,0.0041243,0.003847108,0.01311444],"category_scores_gemma":[0.02163306,0.0008499386,0.001510952,0.004412071,0.006535682,0.01345622,0.01531715,0.006928864,0.008533306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003947607,"about_ca_system_score_gemma":0.006576865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005831423,"about_ca_topic_score_gemma":0.001065939,"domain_scores_codex":[0.9710519,0.01005575,0.001756832,0.00348828,0.01180969,0.001837443],"domain_scores_gemma":[0.9707881,0.006916774,0.001475651,0.01048101,0.008083815,0.002254728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002308144,0.0003873642,0.0009811649,0.002028712,0.0001669152,0.0001849288,0.001445008,0.002587318,0.02127169,0.3518457,0.031236,0.5876344],"study_design_scores_gemma":[0.00006639972,0.0003635972,0.0009023419,0.001084546,0.00009063967,0.0003730056,0.001575334,0.003320667,0.017936,0.3112646,0.6629015,0.0001212796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01812966,0.1129032,0.6742271,0.07283864,0.01590023,0.001076799,0.0003302446,0.001609781,0.1029843],"genre_scores_gemma":[0.1084841,0.08108839,0.7437477,0.01409974,0.007204106,0.002059351,0.0008571195,0.00140023,0.04105933],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04321483,"threshold_uncertainty_score":0.2285446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239094484729674,"score_gpt":0.2384593595678473,"score_spread":0.2145499110948799,"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."}}