{"id":"W1996970301","doi":"10.1016/j.bios.2008.11.016","title":"A QCM-D-based biosensor for E. coli O157:H7 highlighting the relevance of the dissipation slope as a transduction signal","year":2008,"lang":"en","type":"article","venue":"Biosensors and Bioelectronics","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Quartz crystal microbalance; Biosensor; Escherichia coli; Linear range; Dissipation; Polyclonal antibodies; Chemistry; Analytical Chemistry (journal); Bacillus subtilis; Detection limit; Chromatography; Materials science; Nanotechnology; Bacteria; Biochemistry; Biology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001198211,0.0001758298,0.0001736445,0.00005668709,0.0002645158,0.00001416525,0.0001751791,0.000152255,0.000003848699],"category_scores_gemma":[0.0001124092,0.000105788,0.00009865301,0.0003063464,0.0002580483,0.00004183167,0.00001407515,0.0001823322,0.000001016896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008186618,"about_ca_system_score_gemma":0.00006185968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001027218,"about_ca_topic_score_gemma":0.00001365076,"domain_scores_codex":[0.9990526,0.00002646879,0.0002412436,0.000185844,0.0001767114,0.0003171177],"domain_scores_gemma":[0.9994049,0.0001837749,0.00008399001,0.0002315792,0.00006970444,0.00002602575],"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":[0.0001421224,0.00006948748,0.0002574494,0.0002347258,0.00009863453,0.00000281424,0.0003931621,0.005564063,0.970925,0.004981135,0.001132947,0.01619843],"study_design_scores_gemma":[0.0005573087,0.0003280957,0.001275788,0.0000565657,0.0000648366,0.00003518821,0.0001540489,0.09234648,0.886816,0.0004730658,0.01763597,0.0002566724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935592,0.001550026,0.002641029,0.001266791,0.0001252745,0.000535674,0.00004151288,0.0002198887,0.00006063562],"genre_scores_gemma":[0.9982208,0.0007728875,0.0007786338,0.00003655629,0.00005959262,0.00003354584,0.00000470109,0.00002938115,0.00006390044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08678242,"threshold_uncertainty_score":0.4313909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01151484302241966,"score_gpt":0.2083518702723872,"score_spread":0.1968370272499676,"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."}}