{"id":"W4416422967","doi":"10.1021/acsmeasuresciau.5c00136","title":"Hydrogels for Analyte Sensing","year":2025,"lang":"en","type":"article","venue":"ACS Measurement Science Au","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Faculté de pharmacie, Université de Montréal","keywords":"Self-healing hydrogels; Analyte; Leverage (statistics); Multiplexing; Optical sensing; Nanoporous; Electrical conductor; Optical fiber","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":[0.0005554826,0.0008348289,0.0004188933,0.0006762558,0.0003686984,0.0006877685,0.0005700293,0.0008033969,0.009934898],"category_scores_gemma":[0.0005035683,0.0002898246,0.0003272079,0.0004543287,0.0003530133,0.001023451,0.0009314811,0.001410375,0.00424396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007124188,"about_ca_system_score_gemma":0.0003417287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002507322,"about_ca_topic_score_gemma":0.0006575646,"domain_scores_codex":[0.9994791,0.00007494824,0.00003910822,0.0001281481,0.000220599,0.00005824307],"domain_scores_gemma":[0.9998422,0.00004497242,0.00003419971,0.00002052516,0.0000354695,0.00002254828],"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":[0.0001317308,0.000126434,0.0002225248,0.002480039,0.00006017908,0.0004047473,0.0001728556,0.0007135084,0.7353073,0.04107307,0.02611533,0.1931922],"study_design_scores_gemma":[0.00004270112,0.0002276243,0.0002840099,0.0002847283,0.00003150319,0.0009321611,0.00004435389,0.002145655,0.5068109,0.005617229,0.4835278,0.00005134592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04932675,0.4393044,0.3152674,0.007514468,0.007699877,0.001181965,0.004120618,0.003919325,0.171665],"genre_scores_gemma":[0.4813637,0.1665877,0.2212075,0.006255195,0.001947235,0.001664883,0.002856405,0.0006004798,0.1175168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009934898,"threshold_uncertainty_score":0.03323555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04454900947837308,"score_gpt":0.2874310870750016,"score_spread":0.2428820775966285,"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."}}