{"id":"W2111732970","doi":"10.1139/juvs-2015-0012","title":"Evaluation of a ship-based unoccupied aircraft system (UAS) for surveys of spotted and ribbon seals in the Bering Sea pack ice","year":2015,"lang":"en","type":"article","venue":"Journal of Unmanned Vehicle Systems","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration","keywords":"Sea ice; Cruise; Oceanography; Arctic; Subarctic climate; Environmental science; Nautical mile; Arctic ice pack; Geography; Fishery; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02050184,0.0001177341,0.0004125781,0.0001539542,0.00005564484,0.00003158606,0.0002157758,0.00008077871,0.000003997797],"category_scores_gemma":[0.00040684,0.00007816145,0.00007899059,0.0002740368,0.00006179285,0.0002011315,0.00000637793,0.0001367729,0.000001149394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004012677,"about_ca_system_score_gemma":0.0003152161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839473,"about_ca_topic_score_gemma":0.0006415984,"domain_scores_codex":[0.9964065,0.001509933,0.0007842614,0.000116355,0.0009833061,0.0001996297],"domain_scores_gemma":[0.9974301,0.000689597,0.0008086657,0.0001502886,0.0008226603,0.00009862233],"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":[0.00047901,0.00007755121,0.8622309,0.001022671,0.0001070791,0.00001399468,0.00232719,0.1270323,0.0002745174,0.00009908543,0.0000874289,0.006248229],"study_design_scores_gemma":[0.002232048,0.00054954,0.3283638,0.0005596614,0.0001475644,0.00006652989,0.009297281,0.658527,0.00005109665,0.00008987948,0.00002507545,0.00009055479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958939,0.0005969902,0.002234895,0.0001601314,0.0003445835,0.0005155886,0.00007245671,0.000004796546,0.0001766356],"genre_scores_gemma":[0.9995641,0.000006692453,0.0002828756,0.00001707262,0.0001023186,0.000002005952,0.00001413268,0.000004954939,0.000005808646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5338671,"threshold_uncertainty_score":0.7105569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0595532432348279,"score_gpt":0.274975887393032,"score_spread":0.2154226441582041,"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."}}