{"id":"W2555945640","doi":"10.1121/1.4969376","title":"A critical review of geoacoustic inversion: What does it really tell us about the ocean bottom?","year":2016,"lang":"en","type":"review","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":"University of Victoria","funders":"","keywords":"Inversion (geology); Geology; Inference; Computer science; Ocean bottom; Bayesian probability; Sound propagation; Inverse problem; Acoustics; Seismology; Artificial intelligence; Mathematics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004183659,0.000510735,0.002180002,0.00006250341,0.000419962,0.0001180734,0.003783982,0.000291854,0.001861313],"category_scores_gemma":[0.002386486,0.000161693,0.002117695,0.0007441603,0.004038549,0.0003137034,0.0003829219,0.002068286,0.00006864329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006876448,"about_ca_system_score_gemma":0.00113408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001359501,"about_ca_topic_score_gemma":0.00000502604,"domain_scores_codex":[0.9929735,0.001759759,0.001893523,0.0002930876,0.002324262,0.0007558846],"domain_scores_gemma":[0.9856309,0.01045421,0.001693672,0.00106833,0.0008245268,0.0003283844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001086259,0.0001548168,0.0000431251,0.07389124,0.001216185,0.00001976916,0.0004263395,0.0007526748,0.00001187604,0.00000270582,0.1555441,0.7678285],"study_design_scores_gemma":[0.0003300944,0.0007562866,0.00007071702,0.1883679,0.007104309,0.0006180145,0.001314351,0.02106569,0.000005513816,0.0006836251,0.7791252,0.0005582246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004159602,0.9679389,0.02069266,0.009599047,0.0006538497,0.0006377338,0.0002149126,0.000008449059,0.0002502703],"genre_scores_gemma":[0.0004521522,0.9912958,0.003984261,0.003461201,0.0005286621,8.771379e-7,0.000006251452,0.00002583839,0.0002450103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7672703,"threshold_uncertainty_score":0.9990511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0364343002804127,"score_gpt":0.3153595320280845,"score_spread":0.2789252317476718,"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."}}