{"id":"W2075817562","doi":"10.1046/j.1462-2920.2002.t01-13-00257.x","title":"Diversity squared","year":2002,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biology; Genome; Gene; Genetics; Pathogenicity island; Salmonella enterica; Whole genome sequencing; Evolutionary biology; Escherichia coli","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000687213,0.0001142604,0.0001496672,0.000005403528,0.0004135785,0.000003293738,0.0002135636,0.000128238,0.01115277],"category_scores_gemma":[0.000006546131,0.00004680705,0.00008224093,0.00004275333,0.0001436138,0.00003645608,0.0005267625,0.00008863325,0.001416851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003451097,"about_ca_system_score_gemma":1.792656e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004029594,"about_ca_topic_score_gemma":0.00002671617,"domain_scores_codex":[0.9991795,0.0001113376,0.0001275216,0.0002752159,0.00002468663,0.0002817006],"domain_scores_gemma":[0.9997402,0.00009753208,0.00004718448,0.00005092196,0.000001271282,0.00006285672],"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":[0.000006435757,0.00007830863,0.1677208,3.443028e-7,0.000008755957,0.000005601945,0.00008074549,4.1042e-7,0.8183765,0.00001381023,0.002641256,0.01106701],"study_design_scores_gemma":[0.000307178,0.0003964233,0.7396664,0.000002449558,0.00001603209,0.0001780417,0.00020908,0.0000209202,0.007673108,0.0002485072,0.2509184,0.0003634751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976358,0.0004034037,0.000001415763,0.0006333033,0.0001510243,0.000078094,0.00007158804,0.00004391393,0.0009814807],"genre_scores_gemma":[0.9977013,0.000119666,0.00002212627,0.001112063,0.0001090735,0.000003309999,0.0001089475,5.564739e-7,0.0008229268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8107034,"threshold_uncertainty_score":0.9993607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990039387126619,"score_gpt":0.1547212512590333,"score_spread":0.1348208573877671,"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."}}