{"id":"W4395464517","doi":"10.18280/i2m.230206","title":"Mitigation Strategies to Reduce Detrimental Effects of Air Bubbles in Shaft Spillways: A Literature Review","year":2024,"lang":"en","type":"review","venue":"Instrumentation Mesure Métrologie","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mechanics; Environmental science; Engineering; Mechanical engineering; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001879549,0.001393768,0.001665512,0.006795079,0.0006599054,0.002352896,0.00152196,0.001870517,0.00461342],"category_scores_gemma":[0.005935468,0.0005874126,0.002276399,0.004895166,0.0006152018,0.002434337,0.0009086563,0.001048853,0.0007897855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068054,"about_ca_system_score_gemma":0.006184371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005524395,"about_ca_topic_score_gemma":0.007482238,"domain_scores_codex":[0.9988284,0.000263036,0.0003003741,0.0001638668,0.0003651116,0.00007920597],"domain_scores_gemma":[0.9943572,0.003716465,0.0006767962,0.00008981416,0.001054974,0.0001047098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001096502,0.0002258758,0.001339234,0.2909142,0.0006754914,0.0004550878,0.0008809841,0.001670735,0.001174321,0.005561536,0.01313963,0.6838533],"study_design_scores_gemma":[0.00003752815,0.0005052116,0.00696136,0.2818536,0.004980328,0.001553307,0.002364191,0.001092646,0.002217582,0.004787572,0.6935094,0.000137188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009195126,0.9961466,0.0005343622,0.0006037521,0.0001636629,0.00005304963,0.00008514399,0.00001290229,0.001481048],"genre_scores_gemma":[0.004522383,0.994171,0.0007047045,0.0002080878,0.0000893573,0.00003316155,0.00006292632,0.000003475392,0.0002049359],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006795079,"threshold_uncertainty_score":0.01543343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513190636937056,"score_gpt":0.327885721601488,"score_spread":0.3127538152321175,"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."}}