{"id":"W2079801539","doi":"10.1117/12.525768","title":"Smart laser profiler","year":2004,"lang":"de","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Computer science; Modular design; Projector; Computer hardware; Digital signal processing; Software; Laser; Electronics; Embedded system; Key (lock); Electrical engineering; Artificial intelligence; Optics; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009826751,0.0008120238,0.000925428,0.0001642876,0.0001559507,0.0002747319,0.001520324,0.000567471,0.00006287399],"category_scores_gemma":[0.000843406,0.0007180437,0.001331181,0.0006613274,0.0003675375,0.0008526298,0.0002882385,0.0008452724,0.0000406675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006200367,"about_ca_system_score_gemma":0.00009326921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002648944,"about_ca_topic_score_gemma":3.462806e-7,"domain_scores_codex":[0.9952533,1.736134e-8,0.001400041,0.0007263639,0.001579747,0.001040497],"domain_scores_gemma":[0.9964544,0.0001578719,0.0004479153,0.0001360157,0.002442094,0.00036167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002406841,0.0005915072,0.0009399917,0.003029596,0.003174312,7.705361e-7,0.0005470638,0.007731027,0.4875445,0.4903421,0.005241104,0.000617325],"study_design_scores_gemma":[0.008712145,0.001318289,0.003872404,0.004403275,0.002038411,0.00002903146,0.002863392,0.04270281,0.8826696,0.007338536,0.04134221,0.002709959],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878205,0.00100681,0.00007636291,0.00287613,0.001909237,0.001191682,0.0001493013,0.0002211902,0.004748772],"genre_scores_gemma":[0.7785157,0.001023079,0.2162407,0.0002598241,0.002414195,0.0005243004,0.00003864434,0.0004278739,0.0005556604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4830035,"threshold_uncertainty_score":0.999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554771347672363,"score_gpt":0.2248455501502178,"score_spread":0.2092978366734942,"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."}}