{"id":"W2896821535","doi":"10.2351/1.5060832","title":"Multifunctional hand-held laser processing device","year":2006,"lang":"en","type":"article","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser cutting; Laser; Nozzle; Modular design; Mechanical engineering; Deflection (physics); Laser beam welding; Laser beam machining; Computer science; Optics; Lens (geology); Materials science; Welding; Engineering; Laser beams; Physics","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":[0.00005982684,0.0001149775,0.00008662621,0.00004792,0.00008273879,0.0001528948,0.00008373775,0.00006565006,0.0002351532],"category_scores_gemma":[0.000005692866,0.0001015378,0.00002016285,0.0001062839,0.00002942546,0.0002510688,0.00001842265,0.00006561768,0.00009177106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003749503,"about_ca_system_score_gemma":0.00001419393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007379513,"about_ca_topic_score_gemma":0.00004374931,"domain_scores_codex":[0.9994445,0.000004750937,0.0001512352,0.0001193821,0.0001107161,0.0001694132],"domain_scores_gemma":[0.9998115,0.0000101168,0.00001511257,0.00009091093,0.0000461363,0.00002623238],"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":[0.00004862986,0.0001871126,0.003063308,0.001304761,0.00004027872,0.00002899304,0.000142587,0.02486269,0.7353182,0.001848214,0.1914801,0.0416752],"study_design_scores_gemma":[0.0002418136,0.00001131722,0.001685406,0.00006415397,0.00001109551,0.0000107239,0.000008242888,0.04002773,0.9116389,0.002754599,0.04323216,0.0003138178],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6577659,0.0003888933,0.1975885,0.0002760805,0.0007072042,0.0002671588,0.00001274192,0.009254132,0.1337394],"genre_scores_gemma":[0.9813318,0.000001266594,0.01702863,0.00008139175,0.0002314033,0.00002099166,0.00001578976,0.00003423063,0.001254447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235659,"threshold_uncertainty_score":0.4140591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009055047251166645,"score_gpt":0.2106363995159756,"score_spread":0.2015813522648089,"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."}}