{"id":"W4400294935","doi":"10.2139/ssrn.4884047","title":"Relathionships between Nanoplastic Contamination and Biochemical Properties of Biofilms in the Saint-Lawrence River","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Contamination; Biofilm; SAINT; Environmental science; Environmental chemistry; Geology; Chemistry; Biology; Art; Ecology; Art history","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":[0.000171163,0.0001146622,0.0001952619,0.0005496047,0.0007815734,0.00077944,0.0001796508,0.0003051321,0.0007962073],"category_scores_gemma":[0.000479641,0.0002132628,0.0001080788,0.0004844915,0.0003178698,0.0001882065,0.000398928,0.0002138778,0.0001446588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007922624,"about_ca_system_score_gemma":0.0008330473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09963532,"about_ca_topic_score_gemma":0.1920117,"domain_scores_codex":[0.9997935,0.0000291201,0.00001545659,0.000065703,0.00005650928,0.00003968008],"domain_scores_gemma":[0.9995899,0.00007675516,0.00009538734,0.00001457048,0.0001787254,0.00004480283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441108,0.00005090711,0.9566099,0.00003190343,0.00005319589,0.00008441495,0.001454937,0.0002579484,0.03741692,0.0001522133,0.0001133742,0.003630196],"study_design_scores_gemma":[9.267528e-7,0.00002990957,0.9954051,0.000004323351,0.00001360697,0.00003493923,0.0006887072,0.0004039633,0.002967734,0.00004054591,0.0004058061,0.00000439372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993932,0.00003574351,0.00009228641,0.00001552943,7.392973e-7,0.000001155431,0.0001117166,0.000003088645,0.000346544],"genre_scores_gemma":[0.9988083,0.00003599551,0.0001378847,0.0000104542,8.48911e-7,0.000002415368,0.000132025,0.000001423805,0.0008707328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9003647,"threshold_uncertainty_score":0.1981107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353820838482858,"score_gpt":0.2098916372810857,"score_spread":0.1963534288962571,"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."}}