{"id":"W2084307175","doi":"10.1038/srep00445","title":"Hybrid Dispersion Laser Scanner","year":2012,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Congressionally Directed Medical Research Programs; UCLA AIDS Institute; National Institute of Allergy and Infectious Diseases; Natural Sciences and Engineering Research Council of Canada; Burroughs Wellcome Fund; Center for AIDS Research, University of Washington; National Cancer Institute; Advanced Research Projects Agency; National Institutes of Health; Jonsson Comprehensive Cancer Center; Deutsche Forschungsgemeinschaft; David Geffen School of Medicine, University of California, Los Angeles; Defense Advanced Research Projects Agency","keywords":"Laser scanning; Scanner; Dispersion (optics); Computer science; Laser; Optics; Artificial intelligence; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002725967,0.00008842556,0.00009126314,0.00004748049,0.0002143052,0.00008183449,0.00007172274,0.00001703025,0.0003045356],"category_scores_gemma":[0.00003479761,0.00007002831,0.00006004699,0.0001453892,0.0002188894,0.0002710725,0.0001099778,0.00008709984,0.0001537209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000197131,"about_ca_system_score_gemma":0.00001408079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001049121,"about_ca_topic_score_gemma":2.229826e-7,"domain_scores_codex":[0.998986,0.000008297556,0.0001667508,0.0002850676,0.0001981135,0.0003557843],"domain_scores_gemma":[0.9991973,0.00001478423,0.00008875235,0.000556125,0.00004645776,0.00009656194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009909009,0.0006373623,0.5665525,0.00001173938,0.00006087697,0.0001231672,0.000257815,0.0003657677,0.04545673,0.03242121,0.1850281,0.1690749],"study_design_scores_gemma":[0.00009647785,0.00001136136,0.003303471,0.00002537637,0.00002264168,0.00004582129,0.0001839256,0.0001933485,0.4972364,0.1661155,0.3324075,0.0003581546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786794,0.00004112041,0.004566862,0.0001387968,0.004420448,0.00009330014,0.00000166329,0.0001495506,0.01190888],"genre_scores_gemma":[0.9918836,1.135084e-7,0.00382046,0.000008653245,0.0001459075,0.000003587023,0.00002439779,0.000009377374,0.004103955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.563249,"threshold_uncertainty_score":0.3334451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00995339400597041,"score_gpt":0.2414978145251936,"score_spread":0.2315444205192232,"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."}}