{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004464847,0.0003675447,0.0005099125,0.00116168,0.0005258101,0.0007655341,0.001323206,0.001839687,0.01422514],"category_scores_gemma":[0.0005035175,0.0004569673,0.0002652209,0.0008333613,0.0005623354,0.001148605,0.001307774,0.0009329196,0.003426014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008082888,"about_ca_system_score_gemma":0.0006354017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004480573,"about_ca_topic_score_gemma":0.0008355085,"domain_scores_codex":[0.9993167,0.00003238531,0.00003234698,0.0002362214,0.0003335731,0.00004870846],"domain_scores_gemma":[0.9994436,0.0001821962,0.00005803043,0.0001166609,0.0001574863,0.00004206303],"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":[0.0001495902,0.00007806345,0.001675642,0.0001622085,0.00003342821,0.0002220695,0.00009941824,0.001853801,0.9240133,0.008296915,0.005982234,0.05743346],"study_design_scores_gemma":[0.0001454823,0.0005327012,0.004184136,0.00005748878,0.00007608578,0.003829732,0.0001230921,0.06638975,0.794982,0.003810277,0.1256884,0.0001808055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2786396,0.003097494,0.6502256,0.001392907,0.0006339669,0.0005298583,0.002483397,0.01090779,0.05208936],"genre_scores_gemma":[0.3943414,0.0009563962,0.548509,0.0006097662,0.0001559402,0.0008376043,0.001942272,0.0003714603,0.05227606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01422514,"threshold_uncertainty_score":0.04758787,"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."}}