{"id":"W7005683784","doi":"","title":"Sample Injector Fabrication and Delivery Method Development for Serial Crystallography using Synchrotrons and X-ray Free Electron Lasers","year":2015,"lang":"en","type":"other","venue":"Arizona State University Library Digital Repository (Arizona State University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluidics; Nozzle; Sample (material); Laser; Injector; Microfluidics; Millisecond; Sample preparation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007254646,0.0005121822,0.0004615511,0.0008904425,0.0002940686,0.0002139856,0.0005086186,0.0003292532,0.00001071318],"category_scores_gemma":[0.00003432824,0.0006500542,0.0001734043,0.0004249047,0.0003108546,0.0002475069,0.000911075,0.0001893959,7.186452e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513723,"about_ca_system_score_gemma":0.0007050415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000452068,"about_ca_topic_score_gemma":0.0001947517,"domain_scores_codex":[0.997925,0.0001466656,0.0002411302,0.001010164,0.0002209095,0.0004560609],"domain_scores_gemma":[0.9985475,0.00007474621,0.0003763893,0.0005228786,0.0001556066,0.0003228811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007905031,0.001080597,0.01420139,0.001184963,0.009036659,0.0009638223,0.001236398,0.0004178307,0.2060987,0.0006088316,0.7377588,0.01950699],"study_design_scores_gemma":[0.001397912,0.0005330259,0.0001433985,0.0000672263,0.00030097,0.0000138484,0.0003668269,0.0001316135,0.008336611,0.0001601575,0.9876841,0.0008643039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4511836,0.002071507,0.3427181,0.00009761722,0.000389429,0.004890508,0.01057538,0.001598215,0.1864756],"genre_scores_gemma":[0.02644171,0.002287898,0.1751469,0.0001142172,0.0003549994,0.000004384679,0.01095248,0.0008913103,0.7838061],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5973305,"threshold_uncertainty_score":0.999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006147342440762314,"score_gpt":0.1924160043513041,"score_spread":0.1862686619105418,"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."}}