{"id":"W4408849667","doi":"10.70477/rylx3569","title":"NOVEL IMPEDIMETRIC MICROFLUIDIC BIOSENSOR BASED ON CELL IMPRINTED POLYMERS FOR ENHANCED WATERBORNE BACTERIA DETECTION","year":2024,"lang":"en","type":"article","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Microfluidics; Biosensor; Nanotechnology; Bacteria; Molecularly imprinted polymer; Polymer; Materials science; Biochip; Chemistry; Biochemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002563753,0.0006146767,0.0004665131,0.00033211,0.0001973697,0.0004065078,0.001059419,0.0007188014,0.0007379593],"category_scores_gemma":[0.0002979536,0.0004038028,0.000272489,0.000233117,0.0002229023,0.0006468672,0.0004242969,0.0007190977,0.00048948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002624357,"about_ca_system_score_gemma":0.0002649788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001667785,"about_ca_topic_score_gemma":0.0003553827,"domain_scores_codex":[0.9997112,0.00002920096,0.00001868017,0.00008129438,0.0001199868,0.00003950574],"domain_scores_gemma":[0.9998271,0.00005404134,0.00004366829,0.00001324022,0.00003872631,0.00002334793],"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":[0.00004026161,0.00002475035,0.00007049642,0.00006022166,0.00000536909,0.00004240749,0.000009877811,0.00008257364,0.9946104,0.0001295814,0.0001204632,0.00480351],"study_design_scores_gemma":[0.000006439796,0.0001385938,0.0003659471,0.000002152142,0.0000110418,0.0001391404,0.000004177535,0.003022397,0.9944543,0.00002776591,0.001817126,0.0000110004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7537637,0.01251938,0.2216534,0.001107264,0.001295458,0.0002454892,0.0005778063,0.002448553,0.006388927],"genre_scores_gemma":[0.8047374,0.003738563,0.1813274,0.0006548005,0.0002826919,0.0001821136,0.0003447193,0.00006136954,0.008670806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001059419,"threshold_uncertainty_score":0.002468765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007000732144354684,"score_gpt":0.2029649697086864,"score_spread":0.1959642375643318,"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."}}