{"id":"W4404777146","doi":"10.20517/wecn.2024.39","title":"Use of a fluorescent molecular rotor probe for nanoplastics assessment in epiphytic biofilms growing on submerged vegetation of Lake Saint Pierre (St. Lawrence River)","year":2024,"lang":"en","type":"article","venue":"Water Emerging Contaminants & Nanoplastics","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"Fonds de recherche du Québec – Nature et technologies; Groupe de recherche interuniversitaire en limnologie","keywords":"Epiphyte; Vegetation (pathology); SAINT; Biofilm; Environmental science; Ecology; Hydrology (agriculture); Geology; Biology; Geotechnical engineering; Art; Paleontology; Bacteria; Art history","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0004532401,0.0003786707,0.0004763088,0.0002765144,0.00009718289,0.00005242698,0.000228484,0.0001631744,0.0000747738],"category_scores_gemma":[0.0002320334,0.0003084661,0.0001418726,0.000362108,0.0002143519,0.0002737734,0.0001584643,0.0002600474,0.00002674224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374622,"about_ca_system_score_gemma":0.00007786007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001772751,"about_ca_topic_score_gemma":0.0005035828,"domain_scores_codex":[0.9971644,0.0001000936,0.0008968302,0.0006065387,0.0005750951,0.0006570179],"domain_scores_gemma":[0.998986,0.0003452885,0.0002021077,0.0002857169,0.0000611606,0.000119696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001890162,0.0002914138,0.00812912,0.0007086956,0.00006779945,0.00006806917,0.0008513003,0.03530965,0.9482776,0.001970396,0.00008569586,0.004051253],"study_design_scores_gemma":[0.001360129,0.001097909,0.02776246,0.002508977,0.0002510454,0.00001135204,0.00005488807,0.3935612,0.5679189,0.0003372123,0.004456598,0.000679343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.897155,0.00007634799,0.100264,0.0000452819,0.001337229,0.000847984,0.0002208285,0.00003668084,0.00001656113],"genre_scores_gemma":[0.9917651,0.0000563451,0.007816507,0.00002576148,0.00003285257,0.00007779507,0.00009451215,0.00005184758,0.00007930365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3803587,"threshold_uncertainty_score":0.9999368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305595166169685,"score_gpt":0.2410885190505522,"score_spread":0.2280325673888554,"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."}}