{"id":"W2781736197","doi":"","title":"High capacity battery pods and UPSs for long term deployments","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 – Anchorage","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"OceanWorks International (Canada)","funders":"","keywords":"Subsea; Battery (electricity); Arctic; Term (time); Shore; Marine engineering; Engineering; Environmental science; Power (physics); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001229723,0.0001483238,0.0001528876,0.00005962004,0.0004537687,0.0001845483,0.0001510771,0.0001192466,0.00002389281],"category_scores_gemma":[0.00004648914,0.0001478608,0.00005035543,0.00003128573,0.00003983235,0.0002858912,0.00002285394,0.0001821481,0.00001894692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004623345,"about_ca_system_score_gemma":0.000004249151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003383146,"about_ca_topic_score_gemma":0.00005055632,"domain_scores_codex":[0.9993185,0.00001308789,0.0001288239,0.0002000527,0.00008620958,0.000253276],"domain_scores_gemma":[0.9994536,0.00002452024,0.00004894409,0.0003474849,0.00002663674,0.00009879264],"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":[0.0002385735,0.0001544882,0.0804229,0.0009379886,0.0004098331,0.00006238991,0.0004252435,0.0007252166,0.06153345,0.0004251412,0.02797242,0.8266923],"study_design_scores_gemma":[0.003512515,0.000444711,0.7867155,0.0001722925,0.0001267987,0.000104843,0.00001053712,0.01989481,0.1542042,0.002264036,0.03121593,0.001333851],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516696,0.0001411242,0.04541369,0.0001349086,0.0009593187,0.0003455739,0.00003103743,0.0002645446,0.00104019],"genre_scores_gemma":[0.998408,0.0001300056,0.0004209398,0.00005203689,0.0002722262,0.00003347075,0.000006184833,0.00003313278,0.0006439824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8253585,"threshold_uncertainty_score":0.6029588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242073286963216,"score_gpt":0.2612243964639269,"score_spread":0.2370170677676053,"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."}}