{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00203092,0.001047989,0.001137157,0.002952744,0.002853288,0.009019516,0.001771978,0.001699348,0.5831759],"category_scores_gemma":[0.0101014,0.0005072878,0.0006795478,0.004839839,0.001454892,0.006403575,0.005798484,0.002514246,0.3864776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168558,"about_ca_system_score_gemma":0.002181452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002085331,"about_ca_topic_score_gemma":0.00246113,"domain_scores_codex":[0.996537,0.0007763779,0.0002404953,0.000893917,0.001108977,0.0004432735],"domain_scores_gemma":[0.9955723,0.0008205211,0.0002752165,0.001219874,0.00129621,0.000815736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000115911,0.00003297559,0.0009628657,0.0003212377,0.00002163966,0.00009822963,0.0005178503,0.0001215518,0.0003582138,0.09785256,0.6817023,0.2178948],"study_design_scores_gemma":[0.000005524344,0.000006337625,0.0002328151,0.00005146194,0.000002116192,0.0000543856,0.00008273034,0.00003365468,0.00004348645,0.006178446,0.9933041,0.000004907183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001787223,0.00227156,0.007771382,0.00646203,0.004573217,0.0001783945,0.0159134,0.00282477,0.958218],"genre_scores_gemma":[0.03066701,0.004013975,0.009218598,0.006398377,0.002699555,0.0005506001,0.02767175,0.00358544,0.9151946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5831759,"threshold_uncertainty_score":0.5945489,"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."}}