{"id":"W1582873539","doi":"10.5772/35164","title":"PIV Measurements Applied to Hydraulic Machinery: Cavitating and Cavitation-Free Flows","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Cavitation; Hydraulic machinery; Mechanics; Acoustics; Engineering; Mechanical engineering; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003989582,0.0005608547,0.0006131261,0.000267465,0.0001031406,0.00007280764,0.000359802,0.0003704299,0.00009422719],"category_scores_gemma":[0.00004991149,0.0005668608,0.00009520334,0.00002082172,0.00003612843,0.00004097575,0.0001335931,0.0004471964,0.0004351134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736994,"about_ca_system_score_gemma":0.00002615176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006587223,"about_ca_topic_score_gemma":0.0001720239,"domain_scores_codex":[0.9981102,0.00001537649,0.0006209309,0.0003461459,0.0004907044,0.0004166079],"domain_scores_gemma":[0.9987608,0.000114093,0.0001139204,0.0006577191,0.00006706925,0.0002863878],"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":[0.00005496922,0.00002867305,0.00008217471,0.003249274,0.00190315,0.00004599138,0.02488921,0.001271408,0.2533395,0.01311359,0.01529332,0.6867288],"study_design_scores_gemma":[0.002659751,0.0002388594,0.0001020187,0.005019382,0.0007469045,0.0002238418,0.0005484415,0.002674478,0.02714735,0.02838287,0.9266564,0.005599741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009733835,0.0007449184,0.00713089,0.00003179158,0.0007928544,0.001001128,0.00005743561,0.0005035924,0.988764],"genre_scores_gemma":[0.9320035,0.00001081176,0.002872303,0.0002853571,0.0006102085,0.0002513323,0.00004365484,0.0003278385,0.06359499],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9310301,"threshold_uncertainty_score":0.9996783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993379661067811,"score_gpt":0.2271541695286451,"score_spread":0.197220372917967,"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."}}