{"id":"W7160945693","doi":"10.1121/10.0040266","title":"Cryoacoustic inversion for Beaufort Sea ice properties during 2016–2017 using a rough, layered acousto-elastic reflection coefficient model","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":"Sea ice; Transmission loss; Inversion (geology); Arctic ice pack; Reflection (computer programming); Rayleigh scattering; Broadband; Reflection coefficient","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":[0.0004139336,0.0004291817,0.0001939457,0.0003945231,0.0004716642,0.0005471274,0.0007482219,0.0005115489,0.0006400153],"category_scores_gemma":[0.0008019063,0.0003001524,0.0006256984,0.0003600952,0.0003986474,0.0004395405,0.0002740899,0.0005795578,0.0002571927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125626,"about_ca_system_score_gemma":0.002208539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3159943,"about_ca_topic_score_gemma":0.3148203,"domain_scores_codex":[0.9999062,0.00001136753,0.000004646934,0.00002871863,0.00002509558,0.00002388101],"domain_scores_gemma":[0.9998292,0.00003778037,0.0000241675,0.00002211031,0.00006496921,0.00002174354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00011981,0.00008364316,0.04232246,0.00001957944,0.0000670504,0.0001360451,0.0001508631,0.9370379,0.007658058,0.0007451498,0.001229835,0.01042959],"study_design_scores_gemma":[0.00002033923,0.00002845199,0.02694879,0.000005409895,0.0000171481,0.00001986534,0.00005216847,0.9709007,0.001110588,0.0001804142,0.0006967445,0.00001947279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815319,0.00006742707,0.01353658,0.0002299425,0.00002886992,0.00001677177,0.001309379,0.0003042466,0.002974958],"genre_scores_gemma":[0.9929913,0.00003883709,0.004968579,0.00004052253,0.00001407585,0.00001291707,0.001185001,0.00002918077,0.0007195924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6840057,"threshold_uncertainty_score":0.6283101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447410049026464,"score_gpt":0.249566163188245,"score_spread":0.2250920626979804,"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."}}