{"id":"W2160760532","doi":"10.1109/ut.2011.5774134","title":"Challenges, benefits and opportunities in operating cabled ocean observatories: Perspectives from NEPTUNE Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Ministry of Advanced Education","keywords":"Oceanography; Observatory; Neptune; Ocean observations; Geology; Subsea; Remote sensing; Earth science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007383131,0.0001085322,0.000147484,0.00001960729,0.00004727233,0.0000277791,0.0001358139,0.00003817657,0.00006037788],"category_scores_gemma":[0.000001618204,0.0001023111,0.000009077027,0.00003569228,0.00001511582,0.0001526955,0.0000475444,0.00008403418,6.875542e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007359531,"about_ca_system_score_gemma":0.00004777774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5823282,"about_ca_topic_score_gemma":0.78988,"domain_scores_codex":[0.9994476,0.00002820773,0.000184213,0.0001214304,0.00007648177,0.0001420036],"domain_scores_gemma":[0.9996395,0.00003177448,0.00001522559,0.0002133716,0.00003473722,0.00006535265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003226368,0.0001966731,0.08821128,0.0003894069,0.0006420781,0.00008648691,0.6341169,0.002206983,0.003880828,0.1049526,0.001561077,0.1637234],"study_design_scores_gemma":[0.001509503,0.0000764919,0.1273954,0.0004213884,0.00002434844,0.00001579911,0.7922952,0.01477015,0.008958673,0.0006595831,0.0525545,0.001318943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508177,0.02243189,0.00004687005,0.0002877494,0.00005050678,0.00008994988,0.00001136704,0.0001109241,0.02615307],"genre_scores_gemma":[0.9942083,0.004680007,0.0008724287,0.00004627055,0.00002502052,0.000007542752,0.000005709116,0.0000180742,0.0001366353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075519,"threshold_uncertainty_score":0.4204531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374684500225304,"score_gpt":0.2036863016562762,"score_spread":0.06621785163374577,"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."}}