{"id":"W3038908443","doi":"10.1371/journal.pone.0235473","title":"Diatom aggregation when exposed to crude oil and chemical dispersant: Potential impacts of ocean acidification","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"University of California, Santa Barbara; Gulf of Mexico Research Initiative","keywords":"Dispersant; Thalassiosira pseudonana; Diatom; Environmental chemistry; Extracellular polymeric substance; Marine snow; Chemistry; Photosynthesis; Seawater; Petroleum; Marine bacteriophage; Botany; Phytoplankton; Nutrient; Bacteria; Organic chemistry; Ecology; Biology; Water column; Biochemistry","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":[0.0001527788,0.0003448622,0.0003939265,0.0001333427,0.0002686196,0.0005007932,0.0001500124,0.0004344961,0.0005097006],"category_scores_gemma":[0.0002498099,0.0001631632,0.0003229099,0.0002139116,0.0001560755,0.0003067881,0.0003613931,0.0004478588,0.0001258998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003585474,"about_ca_system_score_gemma":0.0002378035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003936652,"about_ca_topic_score_gemma":0.005332289,"domain_scores_codex":[0.9997647,0.00002865576,0.0000243975,0.00006060676,0.00006771309,0.00005386571],"domain_scores_gemma":[0.9997752,0.00003623757,0.00006452749,0.00001527463,0.00005929999,0.00004940719],"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":[0.0002884516,0.00004095334,0.005927311,0.00006605744,0.00001712675,0.0001196557,0.00009118995,0.00006360884,0.9918563,0.00001196513,0.00004204636,0.001475211],"study_design_scores_gemma":[0.00003349644,0.002082651,0.4020561,0.00003085319,0.0001041568,0.0004552495,0.001171465,0.00150494,0.5894417,0.00009681228,0.002983549,0.00003898669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982523,0.0004852299,0.0001719746,0.00006257301,0.00002030019,0.00001523119,0.0002321464,0.000004855523,0.0007552703],"genre_scores_gemma":[0.9976168,0.0004104482,0.0004201122,0.0000915103,0.00001294614,0.00002310347,0.0003637643,0.000003778184,0.001057601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003936652,"threshold_uncertainty_score":0.007827461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02358764733148652,"score_gpt":0.1783551214452796,"score_spread":0.154767474113793,"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."}}