{"id":"W4221050720","doi":"10.1121/10.0009957","title":"Oceanography by ear","year":2022,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Acoustics; Series (stratigraphy); Geology; Oceanography; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001289235,0.00009009734,0.0001936144,0.00002340594,0.0005228773,0.00002021557,0.001205162,0.00002426616,0.001940708],"category_scores_gemma":[0.0000779781,0.00004497289,0.0003405894,0.0005286976,0.0007330043,0.00006059094,0.0001500832,0.0007464965,0.000007620488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001416424,"about_ca_system_score_gemma":0.0001000772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002226847,"about_ca_topic_score_gemma":0.000001162967,"domain_scores_codex":[0.997767,0.000428688,0.0003082166,0.00007270566,0.001136626,0.0002867023],"domain_scores_gemma":[0.9985341,0.0007721166,0.0002709499,0.0002286435,0.00009135553,0.0001028494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002371381,0.0001426202,0.01452006,0.00002778491,0.000297015,0.000002770999,0.001311224,0.455074,0.005668834,4.004154e-7,0.5031091,0.01960907],"study_design_scores_gemma":[0.0004505505,0.001042049,0.005576269,0.00001272635,0.0002100824,0.0001584443,0.005988287,0.94657,0.0005838208,0.001645668,0.03759399,0.0001680858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1376246,0.003458356,0.8230519,0.03067986,0.001209425,0.0005594063,0.000616986,0.00003461718,0.002764888],"genre_scores_gemma":[0.9890516,0.0003306581,0.008583501,0.001737096,0.00008341664,1.77406e-7,0.000002256748,0.00000486281,0.0002063758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8514271,"threshold_uncertainty_score":0.9989716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315596116508759,"score_gpt":0.2344548230426103,"score_spread":0.2212988618775227,"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."}}