{"id":"W2587604122","doi":"10.3968/8953","title":"Mechanisms and Application for Hydraulic Pulsed Cavitating Jet Generator","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cavitation; Rate of penetration; Nozzle; Drilling; Jet (fluid); Drilling fluid; Materials science; Penetration (warfare); Mechanical engineering; Petroleum engineering; Mechanics; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001360697,0.00009613837,0.00009432347,0.00008267067,0.00006134564,0.00001635433,0.00002768623,0.00003213753,0.000001900029],"category_scores_gemma":[0.00001629993,0.00007475708,0.000006367643,0.00005016899,0.00001478084,0.0005375783,0.00001080147,0.00002569652,0.000002672182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004458449,"about_ca_system_score_gemma":0.000009936606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.395973e-7,"about_ca_topic_score_gemma":0.00002486516,"domain_scores_codex":[0.999449,0.000007954581,0.0001906841,0.0001755814,0.00006399822,0.000112764],"domain_scores_gemma":[0.999823,0.00002675898,0.00002974022,0.00006149033,0.00002515446,0.00003386983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001097554,0.000009688954,0.0002683664,0.00005887196,0.000004777641,2.00029e-7,0.0003928236,0.00130228,0.02977901,0.001646441,0.0000621693,0.9664644],"study_design_scores_gemma":[0.00121099,0.00008706701,0.0004901015,0.0000837445,0.000004673681,0.000004613951,0.0004335166,0.01381737,0.7606993,0.04008743,0.1826163,0.0004649179],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008638129,0.0009142628,0.989344,0.000486026,0.0001247527,0.0001857953,0.000002891486,0.0001850729,0.0001190699],"genre_scores_gemma":[0.9082461,0.001888487,0.08889254,0.00008223754,0.00003345777,0.0007763442,0.00001430963,0.00001556806,0.00005096993],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9659995,"threshold_uncertainty_score":0.3048505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003950566212598,"score_gpt":0.2359086969580299,"score_spread":0.2258691912959039,"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."}}