{"id":"W7038637485","doi":"","title":"INVERSION OF GEOACOUSTIC MODEL PARAMETERS USING SHIP NOISE","year":2004,"lang":"en","type":"article","venue":"Scientific Electronic Library Online (Scientific Electronic Library Online)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inversion (geology); Waves and shallow water; Seabed; Noise (video); Data processing; Focus (optics); Ground truth; Frequency band","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0007708006,0.0008679163,0.0008565608,0.0008872603,0.001438986,0.0007478186,0.002972011,0.0004717449,0.005918584],"category_scores_gemma":[0.00005054253,0.0008615361,0.0005458885,0.004114932,0.003206702,0.007810888,0.001889617,0.001390685,0.000558134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000845583,"about_ca_system_score_gemma":0.003156946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001554529,"about_ca_topic_score_gemma":0.0005926886,"domain_scores_codex":[0.9909066,0.0002836974,0.00125063,0.002607612,0.001376848,0.003574624],"domain_scores_gemma":[0.9968302,0.0001125105,0.00060933,0.001743934,0.00004341419,0.00066067],"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":[0.0009606951,0.005559938,0.008278566,0.0003199705,0.0003244065,0.0001068834,0.001763074,0.7791352,0.1340591,0.01985774,0.04802616,0.001608195],"study_design_scores_gemma":[0.003944953,0.001186622,0.0006403591,0.0001913252,0.0003415532,0.0001091519,0.0005368644,0.7211777,0.09199571,0.1590909,0.01868571,0.002099175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912376,0.0007051958,0.0009332125,0.002592572,0.001403176,0.0009142032,0.0007581384,0.0005467997,0.0009090777],"genre_scores_gemma":[0.9635577,0.0001396519,0.01139797,0.001247241,0.000120883,0.00001241021,0.004036964,0.0001625163,0.01932472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1392332,"threshold_uncertainty_score":0.999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669829690695925,"score_gpt":0.2085196413585281,"score_spread":0.1918213444515689,"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."}}