{"id":"W2962089301","doi":"10.3389/fmars.2019.00439","title":"On the Future of Argo: A Global, Full-Depth, Multi-Disciplinary Array","year":2019,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":504,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"NOAA Research; Division of Polar Programs; Office of Polar Programs; European Maritime and Fisheries Fund; Natural Environment Research Council; Horizon 2020 Framework Programme; European Commission; National Oceanic and Atmospheric Administration; Sight Research UK; Equipex; National Institute of Meteorological Sciences; Agence Nationale de la Recherche; National Aeronautics and Space Administration; Global Ocean Monitoring and Observing Program; Centre National d’Etudes Spatiales; U.S. Department of Commerce; National Science Foundation","keywords":"Argo; Environmental science; Discipline; Oceanography; Geology; Climatology; Sociology; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005910377,0.0006430605,0.0004225073,0.0004702326,0.000967161,0.004790391,0.001094988,0.001429381,0.00802528],"category_scores_gemma":[0.003390434,0.00026432,0.0003665805,0.0006329215,0.00267408,0.00866782,0.005516748,0.003205508,0.00319035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035857,"about_ca_system_score_gemma":0.002977889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256584,"about_ca_topic_score_gemma":0.002726888,"domain_scores_codex":[0.9984748,0.0004030647,0.00003510736,0.0002390383,0.0005107109,0.000337288],"domain_scores_gemma":[0.9974405,0.0003890487,0.0001343847,0.0003675729,0.0005545567,0.001113981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004960654,0.0001504269,0.007849444,0.0003557785,0.00005426803,0.0002236844,0.001263113,0.007539826,0.0188986,0.127669,0.2105752,0.6249246],"study_design_scores_gemma":[0.00003412799,0.000187215,0.004566114,0.0002799796,0.00001999708,0.0001528936,0.0007350429,0.004682177,0.002374383,0.05119639,0.9356813,0.00009042566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07325386,0.0492519,0.3928066,0.2061608,0.01288665,0.0002913255,0.005255154,0.008188843,0.2519048],"genre_scores_gemma":[0.3843414,0.0269695,0.4948388,0.03293176,0.004649334,0.0003524215,0.009019864,0.00321082,0.04368597],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00802528,"threshold_uncertainty_score":0.03125745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006657858183935625,"score_gpt":0.2271366840718635,"score_spread":0.2204788258879279,"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."}}