{"id":"W4224292115","doi":"10.17758/heaig9.h0422601","title":"Head Losses in Piping Systems: A Test Bench for Educational Purposes","year":2022,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Piping; Head (geology); Test bench; Test (biology); Computer science; Engineering; Mechanical engineering; Embedded system; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001279118,0.0005233979,0.0002959419,0.0006894091,0.001055426,0.0006190608,0.001431146,0.0008141493,0.007507533],"category_scores_gemma":[0.002802191,0.0002994853,0.000312275,0.0006173521,0.0006067806,0.0006727364,0.0008990386,0.0005852406,0.0009307483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007507374,"about_ca_system_score_gemma":0.0009125411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006241416,"about_ca_topic_score_gemma":0.006790957,"domain_scores_codex":[0.9990298,0.0001902445,0.00004159582,0.00007836097,0.0004992607,0.0001608094],"domain_scores_gemma":[0.9980565,0.0007254542,0.0001037238,0.0003038704,0.0006628953,0.0001474946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00567455,0.005304148,0.02693291,0.001329506,0.0001079478,0.001344624,0.002214376,0.07957131,0.6803005,0.004253318,0.009044771,0.183922],"study_design_scores_gemma":[0.0004128638,0.02661982,0.03460249,0.00006469631,0.0001612931,0.0003554061,0.001194343,0.03479876,0.8853487,0.0009747387,0.01537247,0.00009448847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526293,0.0004239534,0.03190169,0.000257335,0.0001006136,0.0006764868,0.001571741,0.0009179558,0.01152106],"genre_scores_gemma":[0.9845726,0.000182439,0.007921685,0.00006008609,0.00001337716,0.0002096655,0.0005877494,0.00005884322,0.006393475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007507533,"threshold_uncertainty_score":0.02511519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036075294406065,"score_gpt":0.2359982465589457,"score_spread":0.225637493614885,"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."}}