{"id":"W2060391505","doi":"10.1175/2008jtecho585.1","title":"Modeling Pulse-to-Pulse Coherent Doppler Sonar","year":2008,"lang":"en","type":"article","venue":"Journal of Atmospheric and Oceanic Technology","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sonar; Doppler effect; Profiling (computer programming); Computer science; Acoustics; Transducer; Bistatic radar; Physics; Radar; Radar imaging; Telecommunications","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":[0.0002326526,0.0001385673,0.0002929273,0.00004463554,0.0001712257,0.00002506038,0.0003530851,0.0001541297,0.0009663241],"category_scores_gemma":[0.00005002795,0.0001035041,0.00005340859,0.0004456574,0.0001488639,0.0001362985,0.00004598423,0.0004487978,0.00005998154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001648667,"about_ca_system_score_gemma":0.0001309625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136834,"about_ca_topic_score_gemma":0.00005544639,"domain_scores_codex":[0.9986675,0.00002911755,0.000385388,0.0001820099,0.00034144,0.0003945126],"domain_scores_gemma":[0.9993429,0.00004547675,0.00009463385,0.000147835,0.0001524293,0.0002167815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004223601,0.0001614735,0.359051,0.00005580603,0.0002422523,0.001863167,0.0008030695,0.3156736,0.001396162,0.0001009836,0.00457315,0.315657],"study_design_scores_gemma":[0.001162464,0.001715131,0.03778818,0.00005195942,0.00004359929,0.007793949,0.0008447006,0.942058,0.0002442441,0.003712191,0.004226703,0.0003588728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302891,0.001548448,0.06644467,0.001024279,0.0001336899,0.0001007034,0.000004436369,0.00003475064,0.0004198453],"genre_scores_gemma":[0.9559962,0.0009612952,0.04262245,0.0001422562,0.00009033125,2.818624e-7,9.831152e-7,0.000006769191,0.0001794991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6263844,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01980569593900077,"score_gpt":0.2339626273368487,"score_spread":0.2141569313978479,"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."}}