{"id":"W2361535644","doi":"","title":"Investigation on ultrasonic crossjet for laser welding","year":2006,"lang":"en","type":"article","venue":"Laser Technology","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schlieren; Welding; Laser beam welding; Ultrasonic sensor; Nozzle; Optics; Materials science; Aerodynamics; Laser; Ultrasonic welding; Schlieren photography; Schlieren imaging; Flow (mathematics); Acoustics; Mechanical engineering; Mechanics; Flow visualization; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005229453,0.0001362973,0.0001316322,0.000182569,0.00008499367,0.00002581332,0.0001615333,0.000274064,0.00002132486],"category_scores_gemma":[0.00003336648,0.0001274739,0.00004052215,0.0002433248,0.00007560881,0.00004773434,0.00001822134,0.0001633403,0.00002232741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004691069,"about_ca_system_score_gemma":0.000006123961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002381223,"about_ca_topic_score_gemma":0.00005044036,"domain_scores_codex":[0.9993322,0.000004295207,0.0001555013,0.0001722006,0.00006315544,0.0002726554],"domain_scores_gemma":[0.9996588,0.00005746557,0.00002595029,0.000212037,0.00002337028,0.00002236566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007675967,0.0001619868,0.02386199,0.000659631,0.0001508216,0.00005827466,0.00007699619,0.2122792,0.1975796,0.08176406,0.4657118,0.01761879],"study_design_scores_gemma":[0.0001980379,0.00007532073,0.0002960834,0.00004101662,0.000007639934,0.000004783637,0.000009305852,0.0005204934,0.9236589,0.02988121,0.04515308,0.0001541404],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902456,0.0001296712,0.003209522,0.0009493675,0.0001821018,0.0002514667,0.00002679195,0.002914382,0.0020911],"genre_scores_gemma":[0.9941106,0.00002953919,0.005194747,0.00005926481,0.0001143488,0.0001297234,0.00002894921,0.00003810182,0.0002946786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7260793,"threshold_uncertainty_score":0.5198234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331733561447534,"score_gpt":0.2204143500062286,"score_spread":0.2070970143917533,"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."}}