{"id":"W3110883472","doi":"10.3390/pathogens9121053","title":"Simultaneous Quantification of Vibrio metoecus and Vibrio cholerae with Its O1 Serogroup and Toxigenic Subpopulations in Environmental Reservoirs","year":2020,"lang":"en","type":"article","venue":"Pathogens","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibrio cholerae; Cholera; Biology; El Tor; Population; Microbiology; Vibrio; Vibrionaceae; Bacteria","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":[0.0000938856,0.0001256358,0.0001635282,0.00003662264,0.00006238619,0.00001841177,0.0000761082,0.00006665359,0.00000751557],"category_scores_gemma":[0.0001318327,0.0001156249,0.00002454342,0.00009474413,0.0001117188,0.000008214646,0.0001473948,0.0000678877,0.000002202177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230171,"about_ca_system_score_gemma":0.00001943235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001533878,"about_ca_topic_score_gemma":0.0001891131,"domain_scores_codex":[0.9990827,0.00006841006,0.0001836967,0.0003534069,0.0001276991,0.0001840174],"domain_scores_gemma":[0.9996194,0.00002655083,0.00006480082,0.0001671166,0.00002359496,0.00009848925],"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":[0.0001502071,0.00003606958,0.03928044,0.00003485092,0.00003776496,0.000008959072,0.0003251765,0.0002779326,0.9592071,0.000008759119,0.000006965077,0.0006258088],"study_design_scores_gemma":[0.001815408,0.001282573,0.4805884,0.00003680603,0.00006317034,0.0000388312,0.0009070919,0.005076423,0.5069619,0.00001445672,0.002748039,0.0004669478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973633,0.001640921,0.0001863882,0.0003310598,0.000009295804,0.0002764006,0.0001482077,0.000006272743,0.00003811556],"genre_scores_gemma":[0.9982207,0.0009575373,0.0005244954,0.00004400816,0.00003435669,0.00001954081,0.0001363835,0.00001748628,0.00004545538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522452,"threshold_uncertainty_score":0.4715048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897226205208796,"score_gpt":0.2479924771633964,"score_spread":0.2290202151113084,"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."}}