{"id":"W2163527972","doi":"10.1109/ims3tw.2008.4581606","title":"Bacteria growth monitoring through an on-chip capacitive sensor","year":2008,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capacitive sensing; Capacitance; Chip; CMOS; Materials science; Electrode; Optoelectronics; Biosensor; Electrical impedance; Bacteria; Electrical engineering; Nanotechnology; Chemistry; Engineering; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002943454,0.0001644402,0.0001428991,0.00004711762,0.0001006976,0.0000160846,0.0001091457,0.0001272825,0.00003256128],"category_scores_gemma":[0.00002067991,0.0001374673,0.00003608932,0.0001036358,0.00009218198,0.0001708969,0.00002120135,0.0001634735,0.00009196777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004577417,"about_ca_system_score_gemma":0.000005897516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004879732,"about_ca_topic_score_gemma":0.000001022798,"domain_scores_codex":[0.9993577,0.00001088688,0.0001221165,0.000170078,0.00008806706,0.0002511571],"domain_scores_gemma":[0.9996693,0.00002602124,0.00001170771,0.000227114,0.0000297262,0.00003615316],"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":[0.00001195517,0.00003601734,0.00265451,0.00002060524,0.00003789992,0.000122429,0.001063836,0.00002486564,0.9865967,0.002826259,0.005625674,0.0009792567],"study_design_scores_gemma":[0.0001364691,0.00007021859,0.00577248,0.00002272516,0.00000431592,0.00008708635,0.0005169246,0.00009317836,0.9910882,0.0002951671,0.001683068,0.0002301608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821358,0.00007965088,0.001700692,0.00007433895,0.0004161721,0.00006677383,0.000005889954,0.002050981,0.01346973],"genre_scores_gemma":[0.9854485,0.0007020864,0.01333866,0.00003597038,0.0001730801,0.000002553107,0.000003802239,0.00002834707,0.000267036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0132027,"threshold_uncertainty_score":0.5605752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857921621531675,"score_gpt":0.2252163887387914,"score_spread":0.1866371725234746,"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."}}