{"id":"W4413391478","doi":"10.1115/omae2025-155238","title":"Platform Drilling Life Cycle Assessment of Drilling Waste Handling","year":2025,"lang":"en","type":"article","venue":"","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Life-cycle assessment; Environmental science; Computer science; Engineering; Mechanical engineering; Production (economics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001497217,0.0006305408,0.0004693674,0.002004153,0.0003032066,0.0007332832,0.0004695218,0.0003215313,0.001243467],"category_scores_gemma":[0.001211633,0.0001633074,0.001051321,0.001791938,0.0001512527,0.0003910853,0.0003387138,0.0001894638,0.0002028047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003055432,"about_ca_system_score_gemma":0.00172833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05237292,"about_ca_topic_score_gemma":0.05673559,"domain_scores_codex":[0.9993774,0.0001416564,0.00003211293,0.00004787205,0.0003227226,0.00007820076],"domain_scores_gemma":[0.9984651,0.0004144112,0.0001978924,0.00003631711,0.0008504492,0.00003582526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002089559,0.0003810726,0.08152337,0.00282645,0.0004284508,0.0005492906,0.0002506852,0.6967701,0.03543502,0.001748876,0.001252079,0.176745],"study_design_scores_gemma":[0.0001425786,0.01913648,0.259994,0.0008309938,0.001554121,0.0006241628,0.002446959,0.5479844,0.1416379,0.004075397,0.02133367,0.0002393828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805045,0.002192188,0.006770072,0.00004941356,0.00001056143,0.0002749971,0.003193239,0.00004559625,0.006959428],"genre_scores_gemma":[0.9915612,0.001179394,0.002874265,0.000009568421,0.000001547734,0.00008181288,0.002082292,0.000006826155,0.002203027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05237292,"threshold_uncertainty_score":0.1041362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007010188193272248,"score_gpt":0.2361119198195338,"score_spread":0.2291017316262615,"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."}}