{"id":"W2141234922","doi":"10.1071/aseg2015ab243","title":"Marine EM Surveys on Coastal Shelf and Transition Zones","year":2015,"lang":"pt","type":"article","venue":"ASEG Extended Abstracts","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnico Eagle (Canada)","funders":"","keywords":"Seabed; Marine engineering; Underwater; Oceanography; Channel (broadcasting); Geology; Waves and shallow water; Seawater; Beacon; Remote sensing; Environmental science; Computer science; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00110604,0.000349082,0.0003562872,0.0001281689,0.0001116004,0.0002217202,0.000220776,0.0002158993,0.00006766447],"category_scores_gemma":[0.00001228031,0.0003563954,0.00007809856,0.0001491787,0.00004950897,0.0002899202,0.00008853645,0.0003936788,0.000326144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007006112,"about_ca_system_score_gemma":0.00004789691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000736158,"about_ca_topic_score_gemma":0.001370702,"domain_scores_codex":[0.9980281,0.000296414,0.000561323,0.000337505,0.000377191,0.0003994738],"domain_scores_gemma":[0.9986987,0.0001162538,0.0001160706,0.0005508508,0.0001261343,0.0003920072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002676153,0.001130221,0.0003196287,0.0006109793,0.0004813622,0.0002586267,0.01462061,0.01679199,0.002191326,0.0008226186,0.002667694,0.9598373],"study_design_scores_gemma":[0.00519458,0.0009887428,0.9380178,0.0005394481,0.0001596948,0.0003066015,0.009744843,0.01452297,0.01099044,0.002347286,0.01556212,0.001625421],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827171,0.0006035591,0.006528053,0.001258829,0.0004994441,0.0004735873,0.0001739539,0.0003528027,0.007392657],"genre_scores_gemma":[0.9977038,0.0001569438,0.0005156652,0.0001092775,0.0001807748,0.00001743639,0.0002136784,0.00006762692,0.001034826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9582119,"threshold_uncertainty_score":0.9998888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350175237062837,"score_gpt":0.2449899120070476,"score_spread":0.2114881596364192,"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."}}