{"id":"W4245327388","doi":"10.1109/mia.2006.1678383","title":"Lessons learned","year":2006,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Project commissioning; Engineering; Submarine pipeline; Systems engineering; Production (economics); Engineering management; Construction engineering; Manufacturing engineering; Marine engineering; Publishing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01050125,0.001193656,0.0006612165,0.001675219,0.004294761,0.00824648,0.0043785,0.004631454,0.05801659],"category_scores_gemma":[0.03240686,0.0004162286,0.0009469462,0.001346713,0.004137089,0.01092653,0.006242016,0.009739704,0.02219431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006577839,"about_ca_system_score_gemma":0.01586768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008745669,"about_ca_topic_score_gemma":0.01446065,"domain_scores_codex":[0.9915295,0.002495181,0.0003588433,0.001119828,0.003418064,0.001078633],"domain_scores_gemma":[0.9834827,0.003637179,0.0004180636,0.001121653,0.00780147,0.0035389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008637594,0.000338026,0.002627417,0.001299214,0.00003054373,0.001162026,0.008246956,0.001035319,0.0004697489,0.06553136,0.521319,0.3978541],"study_design_scores_gemma":[0.00002436532,0.00008748538,0.0008396298,0.00172304,0.00001419253,0.0007921889,0.01032779,0.0002470138,0.000429591,0.03788569,0.9475914,0.00003764156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.012837,0.0183711,0.01984401,0.6653476,0.02392712,0.0003682728,0.001498141,0.0008705256,0.2569363],"genre_scores_gemma":[0.2108025,0.04685489,0.04364011,0.3019782,0.006989744,0.0007424504,0.002647723,0.0009816681,0.3853627],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05801659,"threshold_uncertainty_score":0.1940849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02185965667338831,"score_gpt":0.2620064282491157,"score_spread":0.2401467715757274,"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."}}