{"id":"W2040332509","doi":"10.3390/s130708188","title":"Rapid Detection of Viable Microorganisms Based on a Plate Count Technique Using Arrayed Microelectrodes","year":2013,"lang":"en","type":"article","venue":"Sensors","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; PBR Laboratories; Alberta Health Services","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microsystem; Biochip; Biosensor; Microelectrode; Food microbiology; Miniaturization; Agar plate; Agar; Materials science; Nanotechnology; Bacteria; Biology; Chemistry; Electrode","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":[0.0006520872,0.0009564119,0.0007880143,0.001152568,0.0002435057,0.000782832,0.001229461,0.0008800947,0.0007947774],"category_scores_gemma":[0.001153015,0.0006012468,0.0004815742,0.000656123,0.0005502347,0.0008611078,0.0006353593,0.001235684,0.0009680132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002960254,"about_ca_system_score_gemma":0.0003326947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003262706,"about_ca_topic_score_gemma":0.0006691693,"domain_scores_codex":[0.9988459,0.0001553571,0.00007276778,0.0002143044,0.0006537606,0.00005792674],"domain_scores_gemma":[0.999302,0.000329566,0.00007643682,0.00006933523,0.000177389,0.00004519929],"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":[0.00003232145,0.00002093027,0.000130231,0.0001062523,0.000008711912,0.00003545764,0.00001632781,0.0001476521,0.990666,0.0001805153,0.00008729739,0.008568292],"study_design_scores_gemma":[0.000007066908,0.000251048,0.0007449543,0.00001416748,0.00001724538,0.0002576014,0.00002254894,0.00471669,0.9912145,0.0001623663,0.002568668,0.00002305301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1311202,0.005438182,0.8564202,0.0003661686,0.0005411887,0.0005859666,0.0007696883,0.002251101,0.002507364],"genre_scores_gemma":[0.2429858,0.006840527,0.7429063,0.0002605201,0.0001254821,0.0007831865,0.0006954299,0.0001094098,0.005293345],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001229461,"threshold_uncertainty_score":0.003448606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006512239221299841,"score_gpt":0.181691203260761,"score_spread":0.1751789640394612,"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."}}