{"id":"W4281767717","doi":"10.1186/s43591-022-00032-4","title":"A living tool for the continued exploration of microplastic toxicity","year":2022,"lang":"en","type":"article","venue":"Microplastics and Nanoplastics","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"California State Water Resources Control Board","keywords":"Microplastics; Upload; Environmental planning; Computer science; Environmental resource management; World Wide Web; Environmental science; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005723863,0.0002574995,0.0002852325,0.00007292697,0.0009800534,0.00005772413,0.0002826916,0.00006834007,0.0008018193],"category_scores_gemma":[0.0006642485,0.0002127827,0.00009270085,0.000306389,0.0003151194,0.0001218555,0.0006130349,0.0002360598,0.00001760236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105727,"about_ca_system_score_gemma":0.00004994919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003704362,"about_ca_topic_score_gemma":0.00005589939,"domain_scores_codex":[0.9982207,0.00009127324,0.0005158963,0.0003903555,0.0003588102,0.0004229989],"domain_scores_gemma":[0.9959044,0.003406816,0.0003085113,0.000251922,0.00004576196,0.00008253121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006639877,0.0005930124,0.01012794,0.0001528363,0.000161758,0.000007317393,0.002093626,0.0818496,0.8571563,0.00431369,0.03402626,0.008853615],"study_design_scores_gemma":[0.004925904,0.003770264,0.02431972,0.0001835465,0.001242926,0.0003241884,0.001914959,0.4224826,0.0352977,0.00238895,0.5007665,0.002382771],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5236794,0.0002052229,0.4720685,0.00009913251,0.002312821,0.0006778209,0.0007966583,0.00003313223,0.0001272403],"genre_scores_gemma":[0.9949756,0.00009784902,0.004066995,0.0001135197,0.0001475125,0.0001073245,0.00002311881,0.00003574243,0.000432343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8218586,"threshold_uncertainty_score":0.8779359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212059049531798,"score_gpt":0.2011717876866122,"score_spread":0.1890511971912942,"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."}}