{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002113851,0.00008055696,0.0000828509,0.00004650302,0.0004210392,0.00002184154,0.00006181868,0.00003449516,0.00007551757],"category_scores_gemma":[0.000009307177,0.00006670501,0.00004424766,0.0002235964,0.00001012113,0.0001060502,0.0001466038,0.0001889518,0.002867339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519783,"about_ca_system_score_gemma":0.0000470634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001230418,"about_ca_topic_score_gemma":0.00003420109,"domain_scores_codex":[0.9991672,0.0000794575,0.0001236539,0.0001756637,0.0001139331,0.0003400791],"domain_scores_gemma":[0.999657,0.00006379778,0.00001569493,0.0001664532,0.00002597304,0.00007112155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001726249,0.00009162977,0.0002736372,0.000891911,0.0001078197,0.00001457299,0.00595849,0.001243714,0.01801336,0.5870431,0.2981989,0.08814559],"study_design_scores_gemma":[0.0002980718,0.00006444906,0.006364094,0.0006221167,0.0001016406,3.506002e-7,0.0007043646,0.008087782,0.000339623,0.04136278,0.9417201,0.0003345773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04791187,0.0003686459,0.8087189,0.02857933,0.00703331,0.002808304,0.00005408803,0.001230996,0.1032946],"genre_scores_gemma":[0.9891795,0.000009140491,0.0002702578,0.00252582,0.001026203,0.000215997,0.00001055509,0.00002271034,0.006739826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9412676,"threshold_uncertainty_score":0.9979091,"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."}}