{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003450478,0.0001647095,0.0001922009,0.00001898085,0.00002809297,0.00002796508,0.0001541249,0.00007070682,0.0007784566],"category_scores_gemma":[0.00005316228,0.0001450273,0.00007065484,0.0001433984,0.00002270296,0.00006513476,0.00003022598,0.0001382073,0.000390863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001280817,"about_ca_system_score_gemma":0.000007885548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001765255,"about_ca_topic_score_gemma":0.00001006095,"domain_scores_codex":[0.9992608,0.0000119954,0.0001986782,0.0001760013,0.0001328355,0.0002196254],"domain_scores_gemma":[0.999684,0.00002337481,0.00001499541,0.0001513352,0.00001795955,0.0001083629],"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":[0.0001057059,0.00001692282,0.0004073462,0.0004397871,0.000157914,0.0001605218,0.003203121,0.1388958,0.1255087,0.002570084,0.6928439,0.03569024],"study_design_scores_gemma":[0.001111261,0.00008219433,0.001236981,0.0000262215,0.00004106639,0.00001661817,0.0001134395,0.3839719,0.07227478,0.001171966,0.5392002,0.0007533464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5814831,0.002561411,0.2662174,0.08078603,0.004940852,0.00121139,0.0003197863,0.005964149,0.05651582],"genre_scores_gemma":[0.9923414,0.00003860251,0.001638972,0.004408275,0.001246711,0.00000740531,0.00001548807,0.00005055706,0.0002525646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4108583,"threshold_uncertainty_score":0.8523554,"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."}}