{"id":"W4318614636","doi":"10.2139/ssrn.4333572","title":"How Do Metals Interact with Periphytic Biofilms?","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Biofilm; Environmental chemistry; Chemistry; Environmental science; Biology; Bacteria; Genetics","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":[0.0003465606,0.0003275315,0.000418942,0.0002818921,0.0005357226,0.001761575,0.0004229741,0.001621459,0.001234104],"category_scores_gemma":[0.000714729,0.0002835988,0.000365128,0.0002762627,0.000517744,0.001397505,0.000816519,0.0003518112,0.0006852901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004807814,"about_ca_system_score_gemma":0.0004094111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730162,"about_ca_topic_score_gemma":0.004783691,"domain_scores_codex":[0.9996228,0.00008029957,0.00002233976,0.000074948,0.00008623007,0.0001133157],"domain_scores_gemma":[0.999709,0.00006767245,0.00005929748,0.00002595837,0.00009785232,0.00004023057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009298581,0.0001670542,0.07478258,0.001228865,0.0003143299,0.0007860148,0.001633529,0.001288317,0.8547149,0.00367959,0.003059146,0.05741578],"study_design_scores_gemma":[0.0001159974,0.001445523,0.4608107,0.0003140659,0.000483646,0.001892927,0.01906826,0.01141387,0.4077578,0.02311748,0.07340842,0.0001712883],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970728,0.01056733,0.004238976,0.004837569,0.0002656515,0.00003014025,0.0002372822,0.00006701142,0.009027983],"genre_scores_gemma":[0.9901313,0.003949637,0.000770501,0.0005416694,0.00005832827,0.00001144687,0.0001007278,0.00001137631,0.004425091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002730162,"threshold_uncertainty_score":0.005428612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008019137566351182,"score_gpt":0.2234224501045342,"score_spread":0.2154033125381831,"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."}}