{"id":"W91410034","doi":"10.1007/978-1-4020-4386-4_22","title":"Inversion of geoacoustic model parameters using ship radiated noise","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Acoustics; Inversion (geology); Geology; Noise (video); Computer science; Seismology; Physics; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002239115,0.0003076953,0.0003978559,0.0004458147,0.00008973488,0.00005154352,0.0003464597,0.0003673851,0.002389154],"category_scores_gemma":[0.00001655582,0.0002631123,0.0001383022,0.00006418407,0.0002410521,0.0001133952,0.00003628157,0.0003805091,0.0002058206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003020352,"about_ca_system_score_gemma":0.0002430293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005970172,"about_ca_topic_score_gemma":0.0008431242,"domain_scores_codex":[0.998022,0.00002594254,0.0004012306,0.0004049655,0.0007271981,0.00041869],"domain_scores_gemma":[0.9990272,0.000177305,0.0001575864,0.0003343328,0.000115733,0.0001878658],"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":[0.00003504313,0.000006003974,0.0003660417,0.00009729034,0.00003718019,0.00002428031,0.00001646191,0.9965255,0.0001776983,0.00004460351,0.001567882,0.001102052],"study_design_scores_gemma":[0.0001936661,0.00006533495,0.00009212879,0.00007102091,0.00009359569,0.000005317384,0.000004366305,0.9918022,0.00009804743,0.007153078,0.0001229292,0.0002982896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01198168,0.0002920906,0.1381235,0.000043992,0.0002303662,0.0006426061,0.0008593262,0.0001005498,0.8477259],"genre_scores_gemma":[0.7384292,0.00008468568,0.01912299,0.00008967052,0.00005560244,2.221963e-7,0.0007319525,0.00002817945,0.2414575],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7264476,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06565988804679973,"score_gpt":0.2436890046538616,"score_spread":0.1780291166070618,"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."}}