{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006884431,0.001605853,0.0008344654,0.004984204,0.0009209851,0.0015246,0.001737846,0.001601627,0.6437203],"category_scores_gemma":[0.01073401,0.000778146,0.0008280165,0.006697456,0.0003132104,0.002483345,0.001066704,0.001236925,0.3963969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001917701,"about_ca_system_score_gemma":0.003600426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04804094,"about_ca_topic_score_gemma":0.05239932,"domain_scores_codex":[0.9990577,0.0001502169,0.00008119801,0.0001059826,0.0005253501,0.00007949259],"domain_scores_gemma":[0.9932412,0.002055275,0.0002575475,0.0005852518,0.003651199,0.0002095279],"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":[0.00001052967,0.00002461274,0.0001830576,0.0001347683,0.000002762447,0.00001615544,0.00001303714,0.0009037009,0.00003812896,0.004453541,0.982751,0.01146867],"study_design_scores_gemma":[0.00002673547,0.00001120726,0.001344552,0.0001572878,0.000006510271,0.00004273001,0.00003940172,0.001220991,0.0001573747,0.006946018,0.9900324,0.00001484618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006906513,0.000644278,0.01143644,0.001086211,0.0009275037,0.0003711452,0.3963725,0.001942466,0.5865288],"genre_scores_gemma":[0.008987796,0.001859948,0.01862082,0.0007684547,0.0007129211,0.0008807567,0.3571505,0.003310448,0.6077083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6437203,"threshold_uncertainty_score":0.5081897,"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."}}