{"id":"W2071143287","doi":"10.1562/2004-10-20-ra-346","title":"Long-term lens organ culture system with a method for monitoring lens optical quality","year":2005,"lang":"en","type":"article","venue":"Photochemistry and Photobiology","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Lens (geology); Optics; Laser; Focal length; Optical axis; Focus (optics); Laser beam quality; Beam (structure); Computer science; Physics; Laser beams","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":[],"consensus_categories":[],"category_scores_codex":[0.0003519868,0.0002676314,0.0003236826,0.00001855755,0.0001307601,0.00002397547,0.0002787543,0.0005282122,0.00003185901],"category_scores_gemma":[0.0001350867,0.0002020082,0.00009696158,0.00007810655,0.0003204005,0.000006168567,0.000152662,0.0002889986,0.000001895468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005312906,"about_ca_system_score_gemma":0.00006842418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001193576,"about_ca_topic_score_gemma":0.000006398703,"domain_scores_codex":[0.9983469,0.00005276168,0.0002882181,0.0006650449,0.0001352593,0.0005117789],"domain_scores_gemma":[0.9991476,0.00007869809,0.00008257488,0.0003727332,0.0001312755,0.0001871084],"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":[0.00061081,0.00008461619,0.004036475,0.0002731706,0.0000824891,0.000004011676,0.00002627284,3.116731e-7,0.9934713,0.0001535475,0.0004520382,0.0008049486],"study_design_scores_gemma":[0.0007909754,0.0004620724,0.0003629644,0.0000638338,0.00002676273,0.0001903146,0.00005913663,0.00001930938,0.9838396,0.00002012549,0.01388405,0.0002808492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682793,0.000824835,0.02673754,0.0002055194,0.00005437687,0.0006508069,0.0001084311,0.00008632789,0.003052895],"genre_scores_gemma":[0.9721361,0.0003393764,0.02512847,0.0001759328,0.0007955288,0.0004552625,0.0002644989,0.00002930886,0.0006754542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343202,"threshold_uncertainty_score":0.8237653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341050829269253,"score_gpt":0.3746697280059452,"score_spread":0.3512592197132527,"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."}}