{"id":"W2915515857","doi":"10.3389/fmars.2019.00047","title":"Geomorphological Classification of the Benthic Structures on a Tropical Continental Shelf","year":2019,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Community College","funders":"National Oceanic and Atmospheric Administration; Universidade Federal de Pernambuco; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Financiadora de Estudos e Projetos; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Benthic zone; Bathymetry; Geology; Fauna; Continental shelf; Seafloor spreading; Cobble; Habitat; Seabed; Ridge; Oceanography; Terrain; Outcrop; Geography; Geomorphology; Cartography; Ecology; Paleontology","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":[0.0005135106,0.00007669149,0.0001490229,0.0001271112,0.0001178798,0.00001545778,0.0007173898,0.0000837369,0.002086381],"category_scores_gemma":[0.0002352965,0.00004452698,0.00003681877,0.0004679804,0.001195859,0.00008394583,0.0001260113,0.0002988202,0.00004696757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001272588,"about_ca_system_score_gemma":0.00008993826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063405,"about_ca_topic_score_gemma":0.0001834881,"domain_scores_codex":[0.9988209,0.0001116112,0.0001697398,0.0003057972,0.0002902292,0.0003017028],"domain_scores_gemma":[0.9995199,0.00007986595,0.00006429802,0.0002530341,0.00003024738,0.00005259113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009384654,0.00001677846,0.9918902,0.000003989052,0.000002151615,0.000001465547,0.00001623951,0.0001028955,0.0001659999,0.0007820146,0.0002951817,0.006629217],"study_design_scores_gemma":[0.000233219,0.0001703231,0.9931484,0.000003076506,0.000001412308,0.000005599735,0.00007255912,0.003443333,0.0001883591,0.002430166,0.0002488256,0.00005468033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890556,0.000008691524,0.000008008711,0.0004914378,0.001148848,0.0002123837,0.000005080213,0.000006695941,0.009063198],"genre_scores_gemma":[0.9984335,0.00000685301,0.0008995759,0.0001405769,0.00002243224,0.000001166766,0.000009266138,8.585428e-7,0.0004857386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009377876,"threshold_uncertainty_score":0.9988258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338345459792794,"score_gpt":0.2344975483840135,"score_spread":0.2211140937860855,"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."}}