{"id":"W2937516654","doi":"10.1038/d41586-019-01098-6","title":"Ocean uproar: saving marine life from a barrage of noise","year":2019,"lang":"en","type":"article","venue":"Nature","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Marine life; Sonar; Underwater; Sound (geography); Oceanography; Marine engineering; Footprint; Environmental science; Noise (video); Drilling; Acoustics; Geology; Engineering; Computer science; Paleontology","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":[0.001417949,0.0006484338,0.0002973755,0.001177136,0.0007680627,0.002020679,0.0006061962,0.001702872,0.01388451],"category_scores_gemma":[0.001410432,0.0001541729,0.0003325545,0.0009846429,0.0008333947,0.001856581,0.001863946,0.001888702,0.002744036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005708846,"about_ca_system_score_gemma":0.001638392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005996475,"about_ca_topic_score_gemma":0.02223714,"domain_scores_codex":[0.999576,0.00009118686,0.00002066222,0.00005048878,0.000177255,0.00008430905],"domain_scores_gemma":[0.9993024,0.0002873012,0.00005994272,0.00003879354,0.0001351013,0.000176471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001727187,0.00007457643,0.001607074,0.001511216,0.00004236927,0.0001862665,0.0004931583,0.0001356466,0.001700844,0.009477917,0.1166834,0.8679149],"study_design_scores_gemma":[0.00001080329,0.0001268998,0.004396136,0.001421535,0.00005082339,0.000396448,0.0008342578,0.00004695516,0.000557095,0.001793311,0.9903516,0.00001415698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01807581,0.63479,0.009268963,0.09953647,0.01719972,0.000117689,0.001166143,0.0008494512,0.2189958],"genre_scores_gemma":[0.0541633,0.7329605,0.01162385,0.0279028,0.01124687,0.0001465373,0.00142321,0.0003822913,0.1601506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01388451,"threshold_uncertainty_score":0.04644835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005172791327798718,"score_gpt":0.2079168947637126,"score_spread":0.2027441034359139,"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."}}