{"id":"W2899450787","doi":"10.4043/29172-ms","title":"Defining a Path Towards Successful Low Cost Marginal Field Subsea Developments – An Overview","year":2018,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre For Cold Ocean Resources Engineering","funders":"Atlantic Canada Opportunities Agency","keywords":"Subsea; Iceberg; Submarine pipeline; Engineering; Offshore oil and gas; Marine engineering; Upstream (networking); Computer science; Petroleum engineering; Geology; Oceanography; Telecommunications","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001305137,0.000313965,0.0003184329,0.0003650454,0.0001216496,0.00005888944,0.0007457797,0.0004606231,0.0002267608],"category_scores_gemma":[0.0002187574,0.0003192434,0.00003704057,0.0006001618,0.0002553083,0.0001870153,0.0001932088,0.0005512844,0.0001774912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009582191,"about_ca_system_score_gemma":0.00008749934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003578719,"about_ca_topic_score_gemma":0.00008224705,"domain_scores_codex":[0.9985607,0.00001236484,0.0002716956,0.0003843129,0.0001692006,0.0006017027],"domain_scores_gemma":[0.9990873,0.00004186756,0.00004465433,0.0006121444,0.0001303765,0.000083634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001936553,0.00007879292,0.04843443,0.0003540286,0.0001460966,0.0001066453,0.0003631733,0.00008670488,0.001704316,0.1166523,0.0005831955,0.8314709],"study_design_scores_gemma":[0.00482342,0.003271163,0.125511,0.005188562,0.0003202611,0.001153246,0.004050696,0.0956214,0.5331312,0.06851544,0.1504959,0.007917686],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209543,0.001836065,0.0595628,0.001046372,0.00113801,0.0003991143,0.00002023367,0.00816189,0.006881201],"genre_scores_gemma":[0.9838911,0.0004689617,0.01533545,0.00006071704,0.00003755764,0.00009716033,0.00001125537,0.0000437613,0.00005409752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8235532,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054462254065553,"score_gpt":0.2585049211378528,"score_spread":0.2379602985971973,"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."}}