{"id":"W7162003618","doi":"10.82308/22488","title":"Investigation of an integrated optical detection system for fluorescence and absorption spectroscopy","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microchannel; Microfabrication; Fabrication; Waveguide; Absorption (acoustics); Substrate (aquarium); Optical fiber; Fluorescence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005786827,0.0003254783,0.0002873473,0.0001847204,0.0002805572,0.0006607399,0.0008003142,0.0006419194,0.0009357182],"category_scores_gemma":[0.0006014348,0.0002785808,0.0002260989,0.0001470296,0.0002774982,0.0006923945,0.0003169052,0.0004342083,0.000400043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005845803,"about_ca_system_score_gemma":0.0006366947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005897476,"about_ca_topic_score_gemma":0.000799507,"domain_scores_codex":[0.9994084,0.00004534118,0.00001628307,0.000126802,0.0003242245,0.00007903014],"domain_scores_gemma":[0.9997479,0.00006469969,0.00003544888,0.00001925781,0.000107087,0.00002556555],"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":[0.00004777677,0.00005219213,0.0002281323,0.00005697941,0.000006150085,0.00004369508,0.00003574631,0.000341403,0.9909998,0.0008848381,0.00009310236,0.007210184],"study_design_scores_gemma":[0.00001748873,0.0003369239,0.0007122207,0.000009758313,0.00001950889,0.0001537993,0.00002365746,0.008380607,0.9848315,0.00008875624,0.005416053,0.000009775163],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8063036,0.002891039,0.1821517,0.000448625,0.0001899259,0.0003258885,0.0001333539,0.0006329777,0.006922939],"genre_scores_gemma":[0.7585223,0.00147928,0.2316996,0.0002230697,0.00004555595,0.00021027,0.0002577194,0.00006018026,0.007502029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009357182,"threshold_uncertainty_score":0.004241526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006526399488419805,"score_gpt":0.2146898733401613,"score_spread":0.2081634738517415,"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."}}