{"id":"W2054197501","doi":"10.1109/oceans.2014.7002987","title":"The Seaformatics technology demonstration project","year":2014,"lang":"en","type":"article","venue":"","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"General partnership; Software deployment; Bay; Cruise; Seafloor spreading; Agency (philosophy); Instrumentation (computer programming); Systems engineering; Computer science; Engineering management; Engineering; Marine engineering; Oceanography; Business; Civil engineering; Geology; Software engineering; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001736837,0.00003264297,0.00002366021,0.00002049039,0.000186849,0.00004592354,0.0001129128,0.00001701668,0.00004321335],"category_scores_gemma":[0.00001607978,0.00001771719,0.000006900306,0.0000672923,0.00004803408,0.00008916789,0.000008935872,0.00003679316,0.0002805247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001187226,"about_ca_system_score_gemma":0.000002412825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001185108,"about_ca_topic_score_gemma":0.0002944094,"domain_scores_codex":[0.9996941,0.00001422758,0.00006458082,0.00005477979,0.00007690192,0.00009540372],"domain_scores_gemma":[0.9997983,0.00003862053,0.000017425,0.0001320181,0.000001846234,0.00001178982],"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":[0.000002100623,0.000003330672,0.4480027,0.0000032731,0.000004138226,2.177959e-7,0.00001260601,0.0001858128,0.000003972774,0.003286141,0.001166446,0.5473293],"study_design_scores_gemma":[0.0001549707,0.0002109103,0.5756564,0.000005730754,0.000009670486,0.000006828962,0.001149158,0.06271441,0.0004163932,0.004362655,0.3551646,0.0001482754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5411733,0.000146151,0.01755688,0.003135771,0.0007870051,0.0004149368,0.00001073532,0.0002646342,0.4365105],"genre_scores_gemma":[0.9966327,0.00004224597,0.00260645,0.00005455448,0.00003334683,8.82433e-7,0.00001661246,5.232212e-7,0.0006127162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.547181,"threshold_uncertainty_score":0.3605671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008741280335189635,"score_gpt":0.1986815740444573,"score_spread":0.1899402937092677,"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."}}