{"id":"W4304608995","doi":"10.3389/fmars.2022.915650","title":"Mechanical and toxicological effects of deep-sea mining sediment plumes on a habitat-forming cold-water octocoral","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Universidade de Lisboa; GEOMAR Helmholtz-Zentrum für Ozeanforschung Kiel","keywords":"Benthic zone; Sediment; Coral; Bioaccumulation; Environmental chemistry; Environmental science; Seawater; Particle (ecology); Oceanography; Geology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000330836,0.0001077136,0.0001639107,0.00008398557,0.0001119101,0.000007776704,0.0002221629,0.00004112279,0.0000771488],"category_scores_gemma":[0.00003348155,0.0000910899,0.00002248203,0.000135631,0.0002461222,0.00006138811,0.0007128312,0.0001946571,6.860124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793422,"about_ca_system_score_gemma":0.000007464851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003435845,"about_ca_topic_score_gemma":0.000002623389,"domain_scores_codex":[0.9991098,0.00002116527,0.0001491641,0.0002345781,0.0001934841,0.0002917822],"domain_scores_gemma":[0.9997601,0.00003586527,0.00001560557,0.0001195988,0.000002883381,0.00006598145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000103086,0.0001445233,0.7109064,0.0001612803,0.00001930778,0.00006768804,0.0002855011,0.009442041,0.2589539,0.0001197088,0.0002391919,0.01955736],"study_design_scores_gemma":[0.001444088,0.001038739,0.16875,0.00002770724,0.0000187332,0.0000304217,0.0005257551,0.08274741,0.7431496,0.0008310823,0.0009322497,0.0005041828],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979511,0.00002420254,0.0002698922,0.00002535298,0.0004596224,0.000158144,0.000001184969,0.00002821232,0.001082266],"genre_scores_gemma":[0.988553,0.000007809667,0.01122471,0.00005514066,0.00001329298,0.00007264168,0.000003584102,0.000006235884,0.00006360483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5421564,"threshold_uncertainty_score":0.3714539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003868786565215662,"score_gpt":0.1841845713896823,"score_spread":0.1803157848244666,"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."}}