{"id":"W1973640306","doi":"10.1128/aem.68.10.5057-5063.2002","title":"Rapid and Sensitive Enumeration of Viable Diluted Cells of Members of the Family <i>Enterobacteriaceae</i> in Freshwater and Drinking Water","year":2002,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Water Network","keywords":"Enumeration; Enterobacteriaceae; Biology; Microbiology; Fish <Actinopterygii>; Viable but nonculturable; Filtration (mathematics); Bacteria; Escherichia coli; Biochemistry; Fishery; Gene","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":[0.000704452,0.0004085145,0.0004277278,0.0003936234,0.0001866848,0.0004769492,0.0004357539,0.0006454951,0.0006673431],"category_scores_gemma":[0.0008542874,0.0002594406,0.0002111422,0.0002152928,0.0004900997,0.0005671781,0.0004294078,0.0004533361,0.0004775433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854605,"about_ca_system_score_gemma":0.0002931684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000550215,"about_ca_topic_score_gemma":0.0008808165,"domain_scores_codex":[0.9991575,0.0001615084,0.00005291415,0.0001790792,0.0003734976,0.00007546223],"domain_scores_gemma":[0.9995517,0.0001734991,0.00008092948,0.00003612941,0.0001207786,0.00003687582],"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":[0.00002443784,0.00001359748,0.000744134,0.00005328041,0.000002826134,0.00001042891,0.00002361708,0.00007835733,0.9939939,0.00004388277,0.00002603141,0.004985509],"study_design_scores_gemma":[0.000007352956,0.0004092576,0.00360416,0.00000915358,0.000009928795,0.0003045062,0.00006438651,0.001094442,0.9928027,0.00006549551,0.001615673,0.0000129025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8953871,0.003322053,0.09712664,0.0002170786,0.00006610795,0.000218509,0.0004326252,0.0003926194,0.002837324],"genre_scores_gemma":[0.8297372,0.003992809,0.1602851,0.0001416614,0.00003229507,0.0002145982,0.0009215775,0.00005046557,0.004624289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000704452,"threshold_uncertainty_score":0.003725529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00376355218468638,"score_gpt":0.1363341449948005,"score_spread":0.1325705928101142,"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."}}