{"id":"W2327427453","doi":"10.1115/pvp2012-78130","title":"A Review and Remediation of a Code Non-Compliance Incident: Lessons Learned","year":2012,"lang":"en","type":"review","venue":"Volume 1: Codes and Standards","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Code (set theory); Code review; Rework; Computer science; Process (computing); Software engineering; Confusion; Engineering design process; Engineering; Risk analysis (engineering); Static program analysis; Software; Software development; Programming language; Business; Mechanical 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006160655,0.0003312238,0.001430633,0.0001366767,0.00004440086,0.00002904548,0.0001534621,0.0002526982,0.00001471647],"category_scores_gemma":[0.0001515311,0.0002876247,0.0001154358,0.0002368671,0.00008565225,0.00007941461,0.00008171981,0.0003415318,0.000003151555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181946,"about_ca_system_score_gemma":0.00006233683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001024374,"about_ca_topic_score_gemma":0.00001851362,"domain_scores_codex":[0.9988111,0.0000232668,0.0004368743,0.0002220007,0.0002441448,0.0002625652],"domain_scores_gemma":[0.9993279,0.00005427862,0.0001258096,0.0003081112,0.0001074292,0.00007645605],"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":[7.010838e-7,0.000004559587,0.000007855716,0.0936247,0.0000882903,0.000001248708,0.00002896599,0.00000691052,0.000001289769,0.00009496763,0.002069328,0.9040712],"study_design_scores_gemma":[0.00007895505,0.00003012009,0.00002498907,0.02569446,0.0007263729,0.00002029412,0.00000723618,0.0004248821,0.000002466165,0.0000428,0.9726573,0.0002901125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001334903,0.9949296,0.003079079,0.0000461106,0.0001464616,0.0003456532,0.0009228109,0.0002463087,0.0002706349],"genre_scores_gemma":[0.001681068,0.997502,0.0005308319,0.000005036449,0.00005073606,0.000060016,0.00003670977,0.00005504242,0.00007857146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.970588,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07066526141546815,"score_gpt":0.3399599480607203,"score_spread":0.2692946866452522,"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."}}