{"id":"W1984401594","doi":"10.3791/51414","title":"Colorimetric Paper-based Detection of &lt;em&gt;Escherichia coli&lt;/em&gt;, &lt;em&gt;Salmonella&lt;/em&gt; spp., and &lt;em&gt;Listeria monocytogenes&lt;/em&gt; from Large Volumes of Agricultural Water","year":2014,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Listeria monocytogenes; Escherichia coli; Salmonella; Bacteria; Detection limit; Microbiology; Chromatography; Biology; Chemistry; Biochemistry","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":[0.001634611,0.00204179,0.00084276,0.001716245,0.000539293,0.0008739354,0.001380045,0.001131853,0.006579248],"category_scores_gemma":[0.001468083,0.0008317021,0.0009799962,0.00100911,0.0005626423,0.0008811859,0.001009633,0.001397018,0.007889804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003625261,"about_ca_system_score_gemma":0.0008433295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003621985,"about_ca_topic_score_gemma":0.001105896,"domain_scores_codex":[0.9972371,0.0005667456,0.0002988527,0.0005828862,0.001129463,0.0001849172],"domain_scores_gemma":[0.9989051,0.0002506189,0.0002013676,0.0001929949,0.0003679504,0.00008202909],"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":[0.00007699937,0.00009522027,0.0005420035,0.0005081551,0.00002413513,0.0001111545,0.00007232159,0.0001803539,0.9817079,0.0004800101,0.001904577,0.01429716],"study_design_scores_gemma":[0.00001389494,0.0004260672,0.001769264,0.0001054523,0.00004636615,0.0004845838,0.00006083363,0.001176421,0.9685394,0.0003145744,0.0270182,0.00004491827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1493279,0.006032936,0.8049145,0.0006336847,0.0009289522,0.003481254,0.005781202,0.005289198,0.02361039],"genre_scores_gemma":[0.1689119,0.01186574,0.7438269,0.0007184789,0.0001982316,0.007321691,0.01828744,0.0008591349,0.04801055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006579248,"threshold_uncertainty_score":0.02200979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609042086660135,"score_gpt":0.2771000620720727,"score_spread":0.2610096412054713,"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."}}