{"id":"W2045347288","doi":"10.1364/oe.19.015244","title":"Monitoring of heparin concentration in serum by Raman spectroscopy within hollow core photonic crystal fiber","year":2011,"lang":"en","type":"article","venue":"Optics Express","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Ontario Centres of Excellence","keywords":"Photonic-crystal fiber; Cuvette; Raman spectroscopy; Materials science; Heparin; Photonic crystal; Optical fiber; Optics; Photonics; Optoelectronics; SIGNAL (programming language); Fiber; Laser; Chemistry; Computer science","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":[0.000102922,0.0001989258,0.0002548631,0.0000439955,0.00002714049,0.00002414937,0.0001989115,0.0001273287,0.00008301526],"category_scores_gemma":[0.000008761504,0.0002168392,0.00005139734,0.0001439471,0.0000611181,0.0001684092,0.00004603898,0.0002493423,0.000007492387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008945385,"about_ca_system_score_gemma":0.00002261356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003060398,"about_ca_topic_score_gemma":0.000009424592,"domain_scores_codex":[0.9988942,0.0000109246,0.0003801588,0.0001923771,0.0001831717,0.0003392295],"domain_scores_gemma":[0.9995061,0.00002232056,0.00007131868,0.0002798138,0.00003271458,0.00008771776],"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":[0.00004936137,0.0001077505,0.007500882,0.0001289261,0.00004040529,0.00002338809,0.003911498,0.004552791,0.9832053,0.0002737583,0.0001065606,0.00009942926],"study_design_scores_gemma":[0.0007318395,0.00008777667,0.001689415,0.0001440319,0.00001911227,0.000005534022,0.0003502721,0.04209571,0.9541168,0.0002424279,0.0002096013,0.0003074804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903029,0.0002496332,0.0003692195,0.000001623026,0.0003830858,0.0002144902,0.00005181525,0.00009356641,0.008333649],"genre_scores_gemma":[0.9903429,0.0001463357,0.009176004,0.000002838646,0.00003648964,0.00002058927,0.00001201979,0.00004178375,0.0002210287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03754292,"threshold_uncertainty_score":0.8842447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994576021801442,"score_gpt":0.2243380418335934,"score_spread":0.204392281615579,"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."}}