{"id":"W2123337659","doi":"10.1109/tbcas.2010.2089794","title":"CMOS Conductometric System for Growth Monitoring and Sensing of Bacteria","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Circuits and Systems","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"BioPhage Pharma (Canada); McGill University","funders":"CMC Microsystems","keywords":"CMOS; Optoelectronics; Bacteria; Materials science; Nanotechnology; Electronic engineering; 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":[0.0002434052,0.0001543286,0.0003103561,0.0003666072,0.0001086818,0.0000469806,0.00006752938,0.0002707686,0.000001438384],"category_scores_gemma":[0.00001565889,0.0001282099,0.00004404375,0.0003206721,0.0001760087,0.00005499924,0.000001253294,0.0002162045,0.00000109473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002471274,"about_ca_system_score_gemma":0.00001207494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004386693,"about_ca_topic_score_gemma":9.070404e-7,"domain_scores_codex":[0.99911,0.00001493458,0.0003203887,0.0001968069,0.0001471658,0.0002107087],"domain_scores_gemma":[0.9994758,0.0001510612,0.00004356774,0.0001540014,0.00006689811,0.000108668],"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":[0.00000368589,0.0000150699,0.00003196212,0.0008977982,0.00004752463,0.000002845781,0.00007465175,0.000003510514,0.9681413,0.00007556113,0.00007180923,0.03063432],"study_design_scores_gemma":[0.001392795,0.0002919088,0.0004751759,0.0007716881,0.000130788,0.000501046,0.001637028,0.01196647,0.980129,0.00002771667,0.002157949,0.0005184376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7925738,0.0004556074,0.202028,0.00001964594,0.004226517,0.000254204,0.00007476645,0.0003345241,0.00003298311],"genre_scores_gemma":[0.9993054,0.0001642652,0.0003616849,0.000001397753,0.0001178346,0.00000795198,0.000001698822,0.0000225247,0.00001721524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2067317,"threshold_uncertainty_score":0.5228246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159260572769591,"score_gpt":0.2255018359006458,"score_spread":0.2039092301729499,"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."}}