{"id":"W3029337241","doi":"10.1016/j.chemosphere.2020.127182","title":"Characterization of alloying components in galvanic anodes as potential environmental tracers for heavy metal emissions from offshore wind structures","year":2020,"lang":"en","type":"article","venue":"Chemosphere","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental chemistry; Galvanic anode; Metal; Anode; Chemistry; Isotope; TRACER; Metallurgy; Cathodic protection; Materials science","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":[0.0002869835,0.0004270603,0.0003211676,0.0008084652,0.0002061023,0.0005881382,0.0003387152,0.0004428175,0.0003125074],"category_scores_gemma":[0.0003137405,0.0002238238,0.000279858,0.0003986618,0.0001853005,0.000180252,0.0002504163,0.0001738897,0.000228567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834039,"about_ca_system_score_gemma":0.0002009206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942073,"about_ca_topic_score_gemma":0.002830412,"domain_scores_codex":[0.999739,0.00003926838,0.00001495001,0.00006076585,0.0001152745,0.00003085467],"domain_scores_gemma":[0.9998751,0.00001874112,0.00001890384,0.000007737269,0.00007027896,0.000009169563],"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":[0.00009135911,0.00001196439,0.003553664,0.00005830984,0.00001012897,0.00008711388,0.00005264942,0.000410119,0.9923751,0.00006604019,0.00001682781,0.003266659],"study_design_scores_gemma":[0.000007066561,0.0002799731,0.025895,0.00002150639,0.00003951709,0.0001768301,0.0001565906,0.0030675,0.9681039,0.00008788882,0.002156365,0.00000783804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947053,0.0005171229,0.003524883,0.00001425587,0.000006512342,0.00002531772,0.0001809546,0.00002438255,0.001001431],"genre_scores_gemma":[0.9918466,0.0006014312,0.004649974,0.00002212804,0.000003654167,0.00002634937,0.000332982,0.00002914852,0.002487714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001942073,"threshold_uncertainty_score":0.003861606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972389369765738,"score_gpt":0.2249647245273015,"score_spread":0.2052408308296441,"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."}}