{"id":"W2787503473","doi":"10.1364/ol.43.000751","title":"Optical spectral sweep comb liquid flow rate sensor","year":2018,"lang":"en","type":"article","venue":"Optics Letters","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Optics; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008675196,0.0001634453,0.0001443659,0.00004993713,0.00009462066,0.00004290097,0.0001632048,0.00007305849,0.0001933069],"category_scores_gemma":[0.000008912421,0.0001698775,0.00006145469,0.0001517223,0.0001330278,0.00004488607,0.00002265008,0.0001826406,0.000696336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005945802,"about_ca_system_score_gemma":0.00001013752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002279187,"about_ca_topic_score_gemma":0.000001047453,"domain_scores_codex":[0.9991167,0.00001519105,0.0001801369,0.0001848555,0.0001059336,0.0003971665],"domain_scores_gemma":[0.9994863,0.00003166316,0.0000143084,0.0003191368,0.0000309339,0.000117715],"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":[0.00001403886,0.00001136639,0.000004178594,0.000008668959,0.00003574455,0.000009322755,0.00006729936,0.0002289974,0.9040269,0.001885873,0.09352631,0.0001813457],"study_design_scores_gemma":[0.0003649377,0.0001576818,0.0002678149,0.0000134048,0.00005292342,0.00003877106,0.00002767335,0.01888194,0.8572625,0.00005581087,0.1224008,0.0004757399],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511253,0.0007407047,0.03717333,0.002398638,0.0002885106,0.0001535689,0.000009991707,0.0002984067,0.007811577],"genre_scores_gemma":[0.9766695,0.00510878,0.01246978,0.003643396,0.001571891,0.00003837682,0.00004893602,0.0001271282,0.0003222046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04676434,"threshold_uncertainty_score":0.8950223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006017095246704165,"score_gpt":0.1953513774813799,"score_spread":0.1893342822346758,"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."}}