{"id":"W2331434216","doi":"10.1139/w11-084","title":"Occurrence of potentially pathogenic vibrios and related environmental factors in Songkhla Lake, Thailand","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vibrio parahaemolyticus; Vibrio; Biology; Vibrio alginolyticus; Temperature gradient gel electrophoresis; Microbiology; Halophile; Estuary; Veterinary medicine; Ecology; Bacteria; 16S ribosomal RNA","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001614571,0.0001019559,0.0001980837,0.0001370304,0.00003204332,0.000004188466,0.0001596413,0.000132393,0.0001317137],"category_scores_gemma":[0.00006758037,0.00008824965,0.00006095745,0.00003938626,0.0003161734,0.000005118089,0.00004527318,0.0001293435,0.000001570839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001853479,"about_ca_system_score_gemma":0.0002769427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307231,"about_ca_topic_score_gemma":0.01487864,"domain_scores_codex":[0.9992196,0.00009289951,0.0002816348,0.0001346003,0.00002278643,0.0002485087],"domain_scores_gemma":[0.9995484,0.000008977536,0.000152296,0.00009736505,0.00002879365,0.0001641259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003593925,0.00001210473,0.1777616,0.000005245495,0.00006346595,0.00005288397,0.0003099637,6.726672e-7,0.8212408,0.000001435886,0.0002427297,0.000273126],"study_design_scores_gemma":[0.001792088,0.001392101,0.67237,0.00005312389,0.0000444791,0.001239465,0.0006440331,5.963841e-7,0.3095078,0.00004098739,0.01259554,0.0003197438],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973859,0.001800479,0.000005752108,0.00002430861,0.0001358114,0.00006540411,0.0005044653,4.726752e-7,0.00007743164],"genre_scores_gemma":[0.999395,0.0003649225,0.00007850734,0.0000161894,0.00001315135,5.641116e-7,0.00009969427,0.000004856533,0.00002717054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.511733,"threshold_uncertainty_score":0.8302631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074990334333386,"score_gpt":0.1971765072663358,"score_spread":0.1864266039230019,"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."}}