{"id":"W4319304432","doi":"10.1007/s10646-023-02634-x","title":"A proposed reporting framework for microplastic-metal mixtures research, with emphasis on environmental considerations known to influence metals","year":2023,"lang":"en","type":"review","venue":"Ecotoxicology","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Microplastics; Biota; Environmental science; Ecotoxicology; Environmental chemistry; Water quality; Environmental quality; Ecology; Biochemical engineering; Chemistry; Engineering; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00149296,0.0005472786,0.001363036,0.00036463,0.0006862989,0.0001095793,0.0003444127,0.0005844434,0.001365634],"category_scores_gemma":[0.007767265,0.0004215061,0.0002671957,0.0005535115,0.0005455923,0.00007474035,0.0003814455,0.0008431948,0.003138356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006389429,"about_ca_system_score_gemma":0.0002447806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002990797,"about_ca_topic_score_gemma":0.0002590482,"domain_scores_codex":[0.9954847,0.0004466876,0.001397679,0.001194699,0.000499844,0.0009764333],"domain_scores_gemma":[0.9928029,0.005259532,0.001033459,0.000564662,0.00002221908,0.0003171961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001157568,0.004349512,0.0004455927,0.01447376,0.004621348,0.002551761,0.002981002,0.01790311,0.03505085,0.02092614,0.1570581,0.7384812],"study_design_scores_gemma":[0.0002730539,0.001831468,0.0001118909,0.002469189,0.0004919962,0.0003068045,0.00003123637,0.00006611168,0.0005233692,0.002223481,0.9909292,0.000742202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06635983,0.7885687,0.05199226,0.001655217,0.011411,0.06392257,0.01106927,0.001265989,0.003755181],"genre_scores_gemma":[0.02052022,0.8660049,0.09712865,0.0012156,0.001949084,0.007376241,0.0006888504,0.0007531143,0.004363336],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8338711,"threshold_uncertainty_score":0.9998237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224219201035649,"score_gpt":0.3895083709985657,"score_spread":0.2670864508950008,"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."}}