{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003998328,0.0004407178,0.0003738612,0.0005881655,0.0002363836,0.0004068038,0.0008468767,0.0006840269,0.00115834],"category_scores_gemma":[0.0006895478,0.0002093738,0.0002479134,0.0004652638,0.0002982151,0.001069317,0.0002969047,0.0003182458,0.0005622065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004312904,"about_ca_system_score_gemma":0.0001930614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000355209,"about_ca_topic_score_gemma":0.0004159374,"domain_scores_codex":[0.9995497,0.0000582523,0.00002112887,0.0000963054,0.0002462058,0.00002844994],"domain_scores_gemma":[0.9996092,0.00009864324,0.0001197117,0.00003179119,0.0001167747,0.0000238923],"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":[0.0001889058,0.00008208758,0.0008684059,0.0001125742,0.00001401507,0.00008299716,0.00002723251,0.0006690972,0.9608616,0.0007905274,0.0005641119,0.0357385],"study_design_scores_gemma":[0.00003745336,0.0002634943,0.001982247,0.00001123572,0.00002366384,0.0003605286,0.00001836963,0.03361483,0.9570585,0.0003254397,0.006257491,0.000046908],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5266317,0.007803185,0.449228,0.0008414775,0.0009343292,0.0003100066,0.0009586912,0.002425867,0.01086671],"genre_scores_gemma":[0.7635856,0.00177478,0.2278854,0.0007195335,0.0003709716,0.0001800804,0.0004428886,0.00008065239,0.004960197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00115834,"threshold_uncertainty_score":0.003875017,"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."}}