{"id":"W4396569000","doi":"10.1103/physics.17.34","title":"Seeking Solutions to Underwater Noise Pollution","year":2024,"lang":"en","type":"article","venue":"Physics","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Underwater; Noise pollution; Noise (video); Pollution; Environmental science; Acoustics; Oceanography; Physics; Noise reduction; Computer science; Geology; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003006475,0.0006918616,0.0005846908,0.001522643,0.006846212,0.006401394,0.00183456,0.006377993,0.01727731],"category_scores_gemma":[0.007353139,0.0003699838,0.000670856,0.0009819593,0.0047959,0.005133811,0.007647415,0.008733813,0.005627415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003187851,"about_ca_system_score_gemma":0.01448982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010862,"about_ca_topic_score_gemma":0.02387317,"domain_scores_codex":[0.9976181,0.0006302152,0.00009820407,0.0002961646,0.0007700206,0.0005872084],"domain_scores_gemma":[0.9948699,0.0008680727,0.0003576024,0.0001958388,0.001961537,0.001747144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009246188,0.0004255729,0.004165863,0.001586221,0.00009595937,0.0009865883,0.01019335,0.000869046,0.00510511,0.1028705,0.5348835,0.3387258],"study_design_scores_gemma":[0.00001972306,0.0001465162,0.001293021,0.0008939344,0.0000388722,0.0002689082,0.02840293,0.0005649686,0.0008592089,0.0411488,0.9263197,0.0000434409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00837761,0.02466217,0.01136581,0.8719894,0.01598733,0.0001105824,0.00006630032,0.0003076896,0.0671331],"genre_scores_gemma":[0.1613481,0.1218568,0.05535357,0.4051573,0.01126425,0.0003207237,0.0003198787,0.0004673497,0.243912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01727731,"threshold_uncertainty_score":0.05779833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07493906589485717,"score_gpt":0.4021766600030193,"score_spread":0.3272375941081622,"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."}}