{"id":"W4246433675","doi":"10.2523/108879-ms","title":"Managing Contractor HSE in Shell E&P Asia Pacific","year":2007,"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":"Shell (structure); Asia pacific; Business; Computer science; Engineering; Civil engineering; International trade","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001885107,0.0001373345,0.0001522629,0.0001553869,0.00001727415,0.0000166918,0.00007508575,0.0000473488,0.0001304276],"category_scores_gemma":[0.00001635783,0.0001313695,0.00003433602,0.0001763358,0.00001036074,0.00006860719,0.00002290608,0.0001560234,0.00008867409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004799049,"about_ca_system_score_gemma":0.000002095355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000321427,"about_ca_topic_score_gemma":0.0004052597,"domain_scores_codex":[0.9992701,0.00000252275,0.0001948661,0.0001123653,0.00008593094,0.0003341442],"domain_scores_gemma":[0.9997271,0.00005714757,0.00000702696,0.0001460788,0.00001089638,0.00005176408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000111687,0.0003090683,0.2040077,0.001309226,0.0006459002,0.0008875076,0.004855317,0.1159947,0.02393571,0.03429618,0.1167258,0.4969212],"study_design_scores_gemma":[0.0009890846,0.00002935253,0.2258788,0.00007502254,0.00002105657,0.00001768144,0.0009207586,0.01965129,0.004201244,0.0006091631,0.7465896,0.001016887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.203887,0.001000175,0.05715676,0.0001765595,0.0008524844,0.0001953671,0.000001846449,0.001055388,0.7356744],"genre_scores_gemma":[0.9948888,0.000143026,0.001886055,0.00001726161,0.000107292,0.000004567945,0.000003308186,0.00002734212,0.002922351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7910018,"threshold_uncertainty_score":0.5357091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00781062874389766,"score_gpt":0.2089100514322448,"score_spread":0.2010994226883471,"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."}}