{"id":"W4404607995","doi":"10.1016/j.scitotenv.2024.177541","title":"Microplastic biomonitoring studies in aquatic species: A review & quality assessment framework","year":2024,"lang":"en","type":"review","venue":"The Science of The Total Environment","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huntsman Marine Science Centre","funders":"","keywords":"Biomonitoring; Reliability (semiconductor); Biota; Relevance (law); Environmental science; Identification (biology); Ecology; Computer science; Environmental resource management; Risk analysis (engineering); Biology; Medicine","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":[0.03022201,0.001612809,0.004800285,0.02666903,0.001333309,0.006018031,0.002898101,0.003305689,0.002843698],"category_scores_gemma":[0.06325312,0.001087738,0.006389089,0.01798198,0.002392472,0.004697516,0.003252834,0.002379083,0.0005187995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007637459,"about_ca_system_score_gemma":0.03113586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211161,"about_ca_topic_score_gemma":0.01836838,"domain_scores_codex":[0.9844823,0.004389923,0.005765008,0.001339964,0.003638907,0.0003838534],"domain_scores_gemma":[0.9047173,0.06580174,0.01312605,0.001532281,0.01399627,0.0008262764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001387596,0.00008309834,0.002304925,0.6126506,0.002550602,0.0002602025,0.0009038793,0.0008927296,0.0009016503,0.009762837,0.009126728,0.3604241],"study_design_scores_gemma":[0.00007148381,0.0002620697,0.006377092,0.7079778,0.01438486,0.0006732368,0.0008164241,0.0006295986,0.0008364829,0.007609391,0.2602526,0.0001089241],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000253383,0.9959874,0.001040323,0.001640854,0.0001586235,0.0001433862,0.0001956863,0.00001031337,0.0005700425],"genre_scores_gemma":[0.00524006,0.9889966,0.003550143,0.001157537,0.0002141519,0.0004861745,0.0001820815,0.00000645253,0.0001666755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03022201,"threshold_uncertainty_score":0.1598312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130428319639759,"score_gpt":0.3877590997790124,"score_spread":0.2747162678150365,"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."}}