{"id":"W4206961350","doi":"10.3389/fmars.2021.737671","title":"Ocean Integration: The Needs and Challenges of Effective Coordination Within the Ocean Observing System","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland; Fisheries and Oceans Canada","funders":"European Commission","keywords":"Software deployment; Sustainability; Ocean observations; Corporate governance; Environmental resource management; Business; Computer science; Environmental science; Ecology; Oceanography","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":[0.05092102,0.0009401969,0.001343097,0.002571738,0.009449135,0.02252366,0.004485128,0.009028373,0.005003801],"category_scores_gemma":[0.05861932,0.0008990617,0.0008145091,0.00307021,0.01517316,0.03094065,0.02188425,0.009928728,0.001610541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007238189,"about_ca_system_score_gemma":0.02822287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172371,"about_ca_topic_score_gemma":0.009452219,"domain_scores_codex":[0.9654518,0.01889996,0.001762834,0.003830692,0.005309308,0.004745396],"domain_scores_gemma":[0.927775,0.03915567,0.005529784,0.006428299,0.01006897,0.01104231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001064779,0.0002125065,0.01077354,0.001589119,0.0001290011,0.0007149785,0.02444813,0.01622125,0.001457585,0.6079092,0.05481684,0.2816215],"study_design_scores_gemma":[0.00006206437,0.00009579388,0.005922435,0.002376793,0.00005333004,0.0002881854,0.03542769,0.01334781,0.0004613741,0.6485388,0.2932783,0.0001473563],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03687353,0.04021109,0.1304934,0.7175257,0.002791729,0.0002447229,0.0002541893,0.0006970306,0.07090855],"genre_scores_gemma":[0.7946851,0.02961011,0.131154,0.03012984,0.004556038,0.0008501445,0.0005348663,0.0005511122,0.007928803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05092102,"threshold_uncertainty_score":0.2692993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007216447227983824,"score_gpt":0.1853462687028138,"score_spread":0.1781298214748299,"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."}}