{"id":"W2989375361","doi":"10.1121/1.5136909","title":"Geoacoustic inversion the Buckingham way","year":2019,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Geology; Sound propagation; Inversion (geology); Shearing (physics); Acoustics; Ambient noise level; Sediment; Geophysics; Oceanography; Geotechnical engineering; Seismology; Sound (geography); Geomorphology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002981679,0.0003946823,0.0002801239,0.0005352522,0.0004636629,0.001209585,0.000854241,0.000599273,0.01339756],"category_scores_gemma":[0.001406248,0.0003882041,0.0003342107,0.0004293263,0.0005179333,0.0009491565,0.001842301,0.0007689536,0.003499216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004275,"about_ca_system_score_gemma":0.0007701765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009476542,"about_ca_topic_score_gemma":0.0107823,"domain_scores_codex":[0.999688,0.00004991986,0.00001030198,0.00008954284,0.0001317546,0.00003048579],"domain_scores_gemma":[0.999718,0.00007610458,0.00001274438,0.00005595723,0.0001078918,0.00002930441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001705466,0.00004131005,0.002396593,0.0002163671,0.00006969958,0.0005088113,0.0005574353,0.1355501,0.0235613,0.3056299,0.02323751,0.5080604],"study_design_scores_gemma":[0.00002564953,0.00005909141,0.001398204,0.00005812315,0.00002086055,0.0002588749,0.0002112813,0.6733665,0.01180085,0.1016056,0.2111285,0.00006644268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02399361,0.001193186,0.8398667,0.001074167,0.0009509658,0.00005034595,0.0003426317,0.001867088,0.1306613],"genre_scores_gemma":[0.4298399,0.0015262,0.4251246,0.0007132444,0.0004062974,0.0001226076,0.0006947207,0.0008675831,0.1407049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01339756,"threshold_uncertainty_score":0.04481924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507496245135605,"score_gpt":0.2358478823685699,"score_spread":0.2207729199172139,"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."}}