{"id":"W3194648569","doi":"10.3389/frym.2021.625228","title":"How Soil Invertebrates Deal With Microplastic Contamination","year":2021,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Freie Universität Berlin; Bundesministerium für Bildung und Forschung","keywords":"Microplastics; Invertebrate; Ecology; Soil biology; Environmental science; Biology; Oligochaeta (plant); Earthworm; Soil water; Soil ecology; Soil biodiversity; Soil organic matter","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":[0.00008340194,0.0001506951,0.0001504897,0.00003349388,0.0001731068,0.0001112146,0.00009720716,0.00008312661,0.000154869],"category_scores_gemma":[0.00005228706,0.0001325982,0.000048009,0.0001606118,0.0001250507,0.0001770669,0.00004106414,0.00007658917,0.00003917458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589083,"about_ca_system_score_gemma":0.0000465007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003739717,"about_ca_topic_score_gemma":0.0007883039,"domain_scores_codex":[0.9990685,0.00002285775,0.0001142735,0.0003070833,0.0001840419,0.0003032466],"domain_scores_gemma":[0.9996319,0.0000426269,0.00007444702,0.0001237623,0.00003089968,0.0000962979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000335868,0.0002388125,0.1654022,0.00007548017,0.0001896283,0.00006660609,0.001054329,0.001781161,0.1611529,0.000729002,0.6391895,0.02978448],"study_design_scores_gemma":[0.006671033,0.001154933,0.07670832,0.000128173,0.000560531,0.0004232419,0.002232887,0.1333666,0.2302172,0.002171161,0.5445689,0.001797086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3363456,0.0001235979,0.6602011,0.0003450245,0.001335263,0.0001942056,0.00009879726,0.00002793659,0.001328434],"genre_scores_gemma":[0.9538762,0.00001214469,0.03372439,0.00009234507,0.0001388651,0.0000318739,0.0001670862,0.00002404496,0.01193308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6264767,"threshold_uncertainty_score":0.5407196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005196291463138099,"score_gpt":0.1732346168892652,"score_spread":0.1680383254261271,"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."}}