{"id":"W4408823291","doi":"10.5194/oos2025-1334","title":"Co-designing the global ocean observing system for service delivery","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service delivery framework; Service (business); Service system; Business; Computer science; Oceanography; Environmental science; Geology; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003876587,0.0002809541,0.0003290104,0.00003530928,0.0001991894,0.0002677644,0.001342386,0.000243051,0.000004375552],"category_scores_gemma":[0.00000162449,0.000217413,0.0001582069,0.0001485878,0.0000100741,0.00005242956,0.0004464026,0.0002870929,0.00002019519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000402941,"about_ca_system_score_gemma":0.00007341463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004989514,"about_ca_topic_score_gemma":0.0001419682,"domain_scores_codex":[0.9987812,0.00008988203,0.0004559835,0.000251796,0.0001574869,0.0002636702],"domain_scores_gemma":[0.9984865,0.0001725115,0.00008183939,0.001029329,0.0001790377,0.00005081778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008778983,0.0000853188,0.006645752,0.05468287,0.00373091,0.00000765649,0.006080059,0.8601368,0.004955827,0.02349999,0.02320934,0.01687767],"study_design_scores_gemma":[0.0009128174,0.00002086288,0.0003944488,0.00455776,0.0003476153,0.00002353135,0.0131005,0.8672891,0.01406777,0.002073876,0.09584298,0.001368695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04065989,0.00430148,0.8399345,0.001393635,0.001591028,0.00328298,0.0005400791,0.004054309,0.1042421],"genre_scores_gemma":[0.9930751,0.00004991289,0.005884922,0.0002248868,0.0001544074,0.0001484755,0.00008574755,0.00002990169,0.0003465903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9524153,"threshold_uncertainty_score":0.8865845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760794744271334,"score_gpt":0.2564101236980856,"score_spread":0.2188021762553723,"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."}}