{"id":"W4294818967","doi":"10.1021/acsomega.2c03959","title":"Polymer Brushes on GaAs and GaAs/AlGaAs Nanoheterostructures: A Promising Platform for Attractive Detection of <i>Legionella pneumophila</i>","year":2022,"lang":"en","type":"article","venue":"ACS Omega","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biosensor; Surface modification; Monolayer; Materials science; Legionella pneumophila; Polymer; Fourier transform infrared spectroscopy; Nanotechnology; Optoelectronics; Chemical engineering; Bacteria; Composite material","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":[0.0001098621,0.000265561,0.00009319684,0.0001642291,0.0001307591,0.0002988999,0.0001602976,0.0002339303,0.0008573458],"category_scores_gemma":[0.0001133439,0.000184509,0.0001047965,0.0001009574,0.000149385,0.0002064262,0.0001838903,0.0002118346,0.0002821398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317908,"about_ca_system_score_gemma":0.0001172555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003215785,"about_ca_topic_score_gemma":0.0008483507,"domain_scores_codex":[0.9999385,0.000009660484,0.000003122202,0.00001507109,0.00002322895,0.00001043892],"domain_scores_gemma":[0.9999546,0.00001614074,0.00001023774,0.000003716908,0.000006356251,0.000009012128],"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":[0.000006741933,0.000001893573,0.00004832408,0.0000114138,9.79424e-7,0.00001341076,0.000003503194,0.00002857818,0.9989961,0.00002722176,0.000006754244,0.0008550453],"study_design_scores_gemma":[0.000002644387,0.00006363348,0.0007804512,0.00000214634,0.000003535249,0.00005944878,0.00001215327,0.0005851436,0.9977633,0.00002670355,0.0006985582,0.000002262874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813609,0.002371377,0.01366978,0.0001496816,0.00003413667,0.00003255838,0.00008180291,0.0001533568,0.002146409],"genre_scores_gemma":[0.9724814,0.001608311,0.02260562,0.00007138831,0.00001576195,0.00002691571,0.00009696039,0.00001998537,0.003073592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008573458,"threshold_uncertainty_score":0.002868116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180395097043719,"score_gpt":0.2062064927614381,"score_spread":0.1944025417910009,"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."}}