{"id":"W4406754837","doi":"10.1007/s11367-024-02421-8","title":"Identifying influencing physical and environmental parameters on fate and characterization factors for microplastic emissions in the marine environment","year":2025,"lang":"en","type":"article","venue":"The International Journal of Life Cycle Assessment","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; Polytechnique Montréal","funders":"","keywords":"Environmental science; Characterization (materials science); Microplastics; Environmental chemistry; Chemistry; Materials science; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004230667,0.000452954,0.0003078845,0.0005795786,0.0003504282,0.0007978004,0.0001906182,0.0004274042,0.0005613937],"category_scores_gemma":[0.0007962878,0.000158311,0.0004873938,0.0004104563,0.0002653684,0.0005079427,0.0002782163,0.0002572744,0.0001612051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003639379,"about_ca_system_score_gemma":0.0004871436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007095061,"about_ca_topic_score_gemma":0.01086138,"domain_scores_codex":[0.9997571,0.00003765952,0.00001785217,0.00006313727,0.00008694144,0.00003734044],"domain_scores_gemma":[0.9996139,0.000157075,0.00007120437,0.00002036845,0.0001212503,0.00001612063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000476093,0.0003724448,0.4144928,0.0002255057,0.0001969678,0.0002932657,0.0001705308,0.009059844,0.5456418,0.0002915197,0.0001572248,0.02862218],"study_design_scores_gemma":[0.000008736996,0.0004648874,0.6368798,0.00002553896,0.0002026752,0.0002167967,0.0006431916,0.02086901,0.3390914,0.0003775745,0.001180664,0.00003969559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979076,0.0001384518,0.001343519,0.00001402085,0.000002102107,0.00001716904,0.0001687514,0.000007921515,0.0004003952],"genre_scores_gemma":[0.9977616,0.0002116715,0.001292334,0.00001529639,0.000001708772,0.00001246931,0.0002491224,0.000007141183,0.0004487103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007095061,"threshold_uncertainty_score":0.01410753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262236114425453,"score_gpt":0.2659071595732394,"score_spread":0.2532847984289849,"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."}}