{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147071,0.001157561,0.000978144,0.001701916,0.001398018,0.001375262,0.001437639,0.001042641,0.01006351],"category_scores_gemma":[0.0009623463,0.0008111579,0.001030985,0.001294938,0.0009392013,0.001023657,0.001446085,0.001568589,0.004248008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125286,"about_ca_system_score_gemma":0.002165187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002337735,"about_ca_topic_score_gemma":0.004543605,"domain_scores_codex":[0.9969746,0.000265121,0.0004156727,0.0006639555,0.001550356,0.0001303441],"domain_scores_gemma":[0.9974557,0.0003495458,0.0003613227,0.0006015154,0.001076555,0.0001553117],"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":[0.0001956669,0.0001082494,0.001384561,0.0003318232,0.00002279697,0.0001762444,0.000166687,0.000248444,0.9765778,0.0007436418,0.001648759,0.01839531],"study_design_scores_gemma":[0.00005327205,0.001029741,0.008624395,0.00009669863,0.0001694604,0.001181471,0.0000845812,0.003962548,0.947262,0.0002608412,0.03718331,0.00009165656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2576758,0.005703938,0.6848755,0.000460828,0.000867292,0.004179076,0.009072157,0.01257218,0.02459311],"genre_scores_gemma":[0.2404916,0.007047713,0.6715574,0.0004610445,0.0001868558,0.009566484,0.01562592,0.002365678,0.05269722],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01006351,"threshold_uncertainty_score":0.03366578,"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."}}