{"id":"W4206875823","doi":"","title":"Why should we matter about fluvial ecosystems with biofilm-embedded microplastics?","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Microplastics; Ecosystem; Fluvial; Environmental science; Geology; Ecology; Oceanography; Biology; Geomorphology","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":[0.0113173,0.0006873948,0.002052719,0.001010692,0.00332659,0.01008649,0.00170971,0.01379433,0.01129772],"category_scores_gemma":[0.03757096,0.0002893078,0.0007294675,0.001074712,0.01617463,0.01833437,0.002590496,0.009747771,0.003643713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002988907,"about_ca_system_score_gemma":0.003186259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005348824,"about_ca_topic_score_gemma":0.006183875,"domain_scores_codex":[0.9959034,0.001574351,0.0002035766,0.0008291164,0.001034339,0.0004552575],"domain_scores_gemma":[0.9728972,0.01500841,0.00182859,0.001219404,0.006601321,0.00244496],"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":[0.0005145676,0.0001941906,0.01024209,0.007191993,0.0006340593,0.001757351,0.009937242,0.00171831,0.005682032,0.2081763,0.4515549,0.302397],"study_design_scores_gemma":[0.00005477191,0.00008809689,0.00739166,0.002668582,0.0001573095,0.0008165343,0.01769659,0.0005535661,0.001282822,0.5037037,0.4654362,0.0001501405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007212756,0.07082623,0.00290703,0.897548,0.01253292,0.00001605588,0.0001299675,0.00005596393,0.008771121],"genre_scores_gemma":[0.2400432,0.1618975,0.004558684,0.525833,0.05324094,0.000103953,0.0001836561,0.0002560737,0.01388297],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01379433,"threshold_uncertainty_score":0.0598523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075973360677218,"score_gpt":0.2021478638408163,"score_spread":0.1913881302340441,"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."}}