{"id":"W3047933586","doi":"10.1061/9780784483213.010","title":"Ugh, Not Another Forcemain High Point","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HydraTek (Canada)","funders":"","keywords":"Booster (rocketry); Computer science; Conceptual design; Hydraulic machinery; Risk analysis (engineering); Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006074937,0.0005025563,0.000362668,0.0004855826,0.002617265,0.002588729,0.0007347437,0.001834605,0.09397448],"category_scores_gemma":[0.001494084,0.0003473602,0.0003331714,0.0007900504,0.001335017,0.002238948,0.00244074,0.001262077,0.02837086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333188,"about_ca_system_score_gemma":0.002659137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02246596,"about_ca_topic_score_gemma":0.03531815,"domain_scores_codex":[0.9992713,0.0001151413,0.00001783143,0.0001318082,0.0002895148,0.0001743832],"domain_scores_gemma":[0.9992149,0.00007010141,0.00004281737,0.0001507098,0.0002817911,0.0002397081],"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":[0.0003991941,0.0001235889,0.01108274,0.0004803559,0.00004289808,0.00314155,0.002019138,0.001497793,0.01501032,0.0603374,0.4592262,0.4466389],"study_design_scores_gemma":[0.000009498987,0.00009839435,0.004623788,0.00007333927,0.00000658562,0.0005926041,0.0007612813,0.0005691922,0.002081474,0.00261724,0.9885496,0.00001702939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06571093,0.003249534,0.03917268,0.02429735,0.004457044,0.0002813145,0.002853052,0.009581505,0.8503966],"genre_scores_gemma":[0.3228527,0.001632166,0.02084909,0.003148231,0.0003534385,0.0001205198,0.001499014,0.001328057,0.6482168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09397448,"threshold_uncertainty_score":0.3143759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031956476273321,"score_gpt":0.1926477859754477,"score_spread":0.1823282212127144,"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."}}