{"id":"W2442031629","doi":"10.5006/c2016-07578","title":"Linking Sulfur Cycling and MIC in Offshore Water Transporting Pipelines","year":2016,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Submarine pipeline; Pipeline transport; Sulfur; Cycling; Environmental science; Petroleum engineering; Metallurgy; Materials science; Engineering; Geology; Oceanography; Environmental engineering","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":[0.0001189341,0.0001345783,0.0001503094,0.0001508283,0.0000180545,0.00001471894,0.00008312628,0.0001031161,0.00001839601],"category_scores_gemma":[0.00001622044,0.00007802299,0.0000251014,0.00007055576,0.00002364843,0.00009824891,0.00001766082,0.0001133074,0.00001094082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002002364,"about_ca_system_score_gemma":0.000001703488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005697957,"about_ca_topic_score_gemma":0.00005304714,"domain_scores_codex":[0.9992697,0.000001977955,0.0002330498,0.0001435279,0.00005715399,0.0002945785],"domain_scores_gemma":[0.9997985,0.00004048337,0.00000674775,0.0001187901,0.000008383909,0.00002712502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005307624,0.00001155102,0.1304167,0.0002083397,0.00002508646,0.00004499561,0.0006009826,0.008168704,0.68499,0.000535866,0.00005826475,0.1749343],"study_design_scores_gemma":[0.0007242801,0.0000240581,0.02085843,0.0005497691,0.00001257334,0.00001557973,0.000245689,0.01611817,0.9565504,0.00127778,0.003028029,0.0005952989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858274,0.0003293723,0.01170304,0.000228669,0.0001438811,0.00005026495,0.000001163856,0.001172131,0.0005440089],"genre_scores_gemma":[0.9979656,0.0002001435,0.001623585,0.000006810977,0.00005352467,0.000006828353,0.000001675133,0.00002969768,0.0001121792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715604,"threshold_uncertainty_score":0.3181685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00685593115788244,"score_gpt":0.1839819890318489,"score_spread":0.1771260578739665,"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."}}