{"id":"W1593229144","doi":"10.1002/9781118403198.app1","title":"Appendix A: Pipe and Duct Systems","year":2012,"lang":"en","type":"other","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Corporation; Citation; Library science; Engineering; Art history; History; Political science; Computer science; Law","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":[0.00002688693,0.0001890247,0.0001990041,0.0001674263,0.000006661724,0.00002056527,0.00008603158,0.0002937338,0.0005146689],"category_scores_gemma":[0.000003619161,0.0001613864,0.00001788041,0.00004859408,0.00001938218,0.00001721955,0.00002640884,0.000151548,0.0005633931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001244332,"about_ca_system_score_gemma":0.000001362725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003367823,"about_ca_topic_score_gemma":0.000004028789,"domain_scores_codex":[0.999577,0.000001908208,0.0000722331,0.00009739836,0.00005477008,0.0001966662],"domain_scores_gemma":[0.9997276,0.000008166456,0.0000104674,0.000213467,0.000001980496,0.00003829365],"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":[9.70375e-8,0.000002570737,0.00004416191,0.0004730759,0.00007844405,0.000003282079,0.000006502914,0.0001313433,0.00004560086,0.003451551,0.9919961,0.003767255],"study_design_scores_gemma":[0.00003835967,0.000003822782,0.00001143561,0.00008507512,0.00001337391,0.00001442083,0.000018414,0.000631661,0.00008261648,0.000005757826,0.9988804,0.0002146718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003064696,0.0399662,0.00435084,0.000006659123,0.001599175,0.0001176879,0.00001464433,0.007631842,0.9462823],"genre_scores_gemma":[0.05900314,0.001952905,0.001364169,0.000001904074,0.0006072937,0.00002756954,0.00002446034,0.0007581891,0.9362603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0589725,"threshold_uncertainty_score":0.7241466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006174914425436684,"score_gpt":0.1747743835665485,"score_spread":0.1685994691411118,"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."}}