{"id":"W4413960001","doi":"10.1016/j.bios.2025.117951","title":"An aggregation interpenetrating induced poly(dopamine) conductive hydrogel grid for efficient glucose detection","year":2025,"lang":"en","type":"article","venue":"Biosensors and Bioelectronics","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Spinal Cord Injury Canada","keywords":"Dopamine; Chemistry; Electrical conductor; Self-healing hydrogels; Chemical engineering; Materials science; Polymer chemistry; Composite material; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001578481,0.0002954313,0.0002647055,0.0001798874,0.0001944178,0.0000822195,0.0001152941,0.0002469496,0.000002649773],"category_scores_gemma":[0.00005686124,0.0002711883,0.0000886116,0.0003920248,0.00005623261,0.00008103888,0.0000178457,0.0002670224,0.000001940275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013577,"about_ca_system_score_gemma":0.0000324302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003609953,"about_ca_topic_score_gemma":0.000110871,"domain_scores_codex":[0.9985735,0.00002744098,0.000330261,0.0004041817,0.0001167137,0.0005478699],"domain_scores_gemma":[0.999454,0.00008641485,0.00006244022,0.0001957195,0.00009569863,0.0001057947],"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":[0.00008991212,0.00005154527,0.00002753625,0.00005931171,0.00005430706,7.603084e-7,0.00005280032,0.0002120749,0.9581596,0.0005851353,0.00002483464,0.04068224],"study_design_scores_gemma":[0.0004485487,0.0005512748,0.00008548219,0.00003497949,0.00003714957,0.000009132177,0.0001036739,0.1871847,0.8105089,0.0002280426,0.000538958,0.0002692104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942657,0.001845913,0.00257121,0.00007461013,0.0003190149,0.0004716,0.00002588719,0.0002870806,0.0001390216],"genre_scores_gemma":[0.9987805,0.0001923153,0.0006491263,0.00007918292,0.0001548003,0.00003054288,0.00004506929,0.00003373341,0.00003465258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1869726,"threshold_uncertainty_score":0.999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00729214862652915,"score_gpt":0.2324923805612527,"score_spread":0.2252002319347236,"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."}}