{"id":"W7160900516","doi":"10.1121/10.0040268","title":"A model of the anticipated changes to shipping noise in the Arctic","year":2025,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; The arctic; Sound (geography); Arctic ice pack; Sea ice; Cover (algebra); Noise (video)","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":[0.0006821328,0.0007010868,0.0004767142,0.0005495205,0.0007523161,0.001724672,0.001693989,0.001764358,0.005961024],"category_scores_gemma":[0.002229998,0.0005184386,0.0009707004,0.0008146131,0.0006073247,0.001238564,0.0007905806,0.001291469,0.0009881406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003739,"about_ca_system_score_gemma":0.002169185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1028158,"about_ca_topic_score_gemma":0.04995614,"domain_scores_codex":[0.9996765,0.00009292654,0.00001417734,0.00009025915,0.00006214334,0.00006404044],"domain_scores_gemma":[0.99938,0.0002746593,0.00009282485,0.00002380418,0.0001602339,0.00006842909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002191031,0.00001322607,0.00104908,0.00001438394,0.00001290571,0.00005599446,0.00004443463,0.990702,0.0002494708,0.006294375,0.0006269695,0.0009152163],"study_design_scores_gemma":[0.0000153674,0.0000260824,0.0009823388,0.000007893427,0.00001228372,0.00002034516,0.000050849,0.9947838,0.00004867163,0.002882709,0.001156774,0.000012845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5580682,0.0006885634,0.2696723,0.004706652,0.0005232647,0.0002898682,0.009812112,0.0008267552,0.1554123],"genre_scores_gemma":[0.9494331,0.000428465,0.009328184,0.0002147542,0.00007076118,0.0002744756,0.001421031,0.0001045019,0.03872469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1028158,"threshold_uncertainty_score":0.2044347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212013867395856,"score_gpt":0.2469657033258831,"score_spread":0.2257643165862975,"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."}}