{"id":"W2785954481","doi":"10.15273/ijge.2018.01.001","title":"Cavitation Erosion of Metallic Materials","year":2018,"lang":"en","type":"article","venue":"International Journal of Georesources and Environment","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Materials science; Cavitation; Metallurgy; Microstructure; Hardness; Composite material; Alloy; Surface roughness; Ultimate tensile strength; Toughness","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":[0.0001568497,0.00006308934,0.00010573,0.0001007548,0.00001397267,0.00001976336,0.0001113664,0.00002387646,0.0003407155],"category_scores_gemma":[0.000009635261,0.00005478421,0.00003079209,0.000017782,0.00008966334,0.00009888122,0.00002173059,0.00003595121,0.00001180323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005298767,"about_ca_system_score_gemma":0.000002582332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004436104,"about_ca_topic_score_gemma":5.637153e-7,"domain_scores_codex":[0.999294,0.00001349928,0.0003171936,0.00004735365,0.0002699342,0.00005801385],"domain_scores_gemma":[0.999703,0.00002626297,0.0001431888,0.00004670726,0.00004480819,0.00003598145],"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":[0.00010334,0.00008646656,0.001237307,0.00002113903,0.0002786329,0.000007110929,0.003390582,0.006195458,0.9619802,0.001646997,0.0004921379,0.02456064],"study_design_scores_gemma":[0.002854558,0.001082876,0.2032663,0.000402088,0.0001866072,0.0002656834,0.001328919,0.002253565,0.6953454,0.01639134,0.07610615,0.0005164484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976661,0.0002642077,0.001196003,0.0001390652,0.0003934732,0.00002956175,0.00001243955,0.000005063715,0.0002941315],"genre_scores_gemma":[0.9978634,0.0003995431,0.001413348,0.00002224365,0.0002489283,0.000001172168,0.000004004525,0.00000924398,0.00003811115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2666348,"threshold_uncertainty_score":0.3730596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006277384717620032,"score_gpt":0.2011882860259483,"score_spread":0.1949109013083283,"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."}}