{"id":"W4416146933","doi":"10.1016/j.conbuildmat.2025.144445","title":"Experimental study on concrete fragmentation by self-excited oscillating cavitation water jets under seawater environment","year":2025,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"MD Precision (Canada)","funders":"National Natural Science Foundation of China","keywords":"Corrosion; Fragmentation (computing); Seawater; Cavitation; Immersion (mathematics); Water jet","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002880287,0.0001744201,0.0001743879,0.00006106575,0.0003518352,0.0001556058,0.00005985157,0.0000587525,0.001530019],"category_scores_gemma":[0.000007289614,0.0001367685,0.00002090905,0.00005244006,0.0001078883,0.0001761434,0.0001245269,0.00006114107,0.0000697233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508452,"about_ca_system_score_gemma":0.000002541185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007609335,"about_ca_topic_score_gemma":4.907453e-7,"domain_scores_codex":[0.9987248,0.000192414,0.0003022741,0.0003841269,0.0002014231,0.0001949366],"domain_scores_gemma":[0.9997084,0.00003616269,0.00008371512,0.0001141633,0.000004399325,0.00005319565],"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":[0.00002813112,0.00003723867,0.01335811,0.000005260315,0.0000163806,7.55284e-7,0.0008157456,0.0000999351,0.9846431,0.0001411503,0.0001366111,0.0007175716],"study_design_scores_gemma":[0.0009692995,0.0001262683,0.009570895,0.00002461804,0.00002026941,0.000004224351,0.002587939,0.00008450705,0.9858217,0.0001039509,0.0005179206,0.0001684531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975543,0.000008550349,0.0007873807,0.0001725353,0.000469921,0.000393154,0.000006302119,0.00007615685,0.0005316714],"genre_scores_gemma":[0.997901,0.000004500667,0.001457647,0.0004100987,0.00002210418,0.00003576868,0.00002650231,0.00001177693,0.0001306498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003787213,"threshold_uncertainty_score":0.9993827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008592720642422735,"score_gpt":0.2587978541949457,"score_spread":0.2502051335525229,"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."}}