{"id":"W2067735994","doi":"10.3390/s8127636","title":"Direct-Dispense Polymeric Waveguides Platform for Optical Chemical Sensors","year":2008,"lang":"en","type":"article","venue":"Sensors","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"","keywords":"Microfabrication; Materials science; Oxygen sensor; Luminophore; Photodiode; Microfluidics; Optoelectronics; Nanotechnology; Waveguide; Luminescence; Fabrication; Chemistry; Oxygen","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001082372,0.0004280573,0.0005881631,0.00006603083,0.0001738155,0.00002006376,0.0002523645,0.0003474602,0.0002955193],"category_scores_gemma":[0.0009379351,0.0003956385,0.0004211775,0.0002789299,0.0003364651,0.00008831036,0.00006942284,0.0003681191,0.0002100192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115385,"about_ca_system_score_gemma":0.00003630922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001817619,"about_ca_topic_score_gemma":6.122622e-7,"domain_scores_codex":[0.9975744,0.000009784353,0.0005534389,0.0006044244,0.0003828174,0.000875078],"domain_scores_gemma":[0.9982123,0.0006692364,0.00007599752,0.0004525009,0.00009798489,0.000491959],"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":[0.0005223293,0.0002707432,0.0001781185,0.0001967727,0.0002854852,0.0003520711,0.0005518181,0.004958247,0.9832582,0.005191337,0.003416887,0.0008179666],"study_design_scores_gemma":[0.0008014263,0.00004261195,0.00004330482,0.0000288784,0.00007516172,0.0002651767,0.0001486188,0.07384375,0.9165605,0.00009030131,0.007470577,0.0006296588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633284,0.00008118728,0.00040491,0.0002685875,0.0001131135,0.00019817,0.00003885875,0.0004026484,0.03516412],"genre_scores_gemma":[0.9857116,0.00003321706,0.002986192,0.0001397302,0.0005442624,0.00001854783,0.00005371202,0.00008808126,0.01042466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06888551,"threshold_uncertainty_score":0.9998496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381143674477704,"score_gpt":0.2410028987473988,"score_spread":0.2171914620026218,"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."}}