{"id":"W4411637158","doi":"10.36584/cjic.2023.003.02.120.127","title":"Cluster analysis of carbapenemase-producing organisms in Alberta using a geographic information system","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster (spacecraft); Geographic information system; Geography; Biology; Computer science; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005600262,0.00007883754,0.0002755093,0.001621453,0.00005886495,0.00002247822,0.00005515033,0.00006912529,0.00001437912],"category_scores_gemma":[0.000379026,0.00007403953,0.0001583834,0.00115895,0.00002368874,0.00001508824,0.000008491084,0.00007063022,0.000001463543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006129558,"about_ca_system_score_gemma":0.0002437944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0228023,"about_ca_topic_score_gemma":0.07846634,"domain_scores_codex":[0.9992085,0.00006267877,0.0004103122,0.00007876482,0.00007662194,0.0001631456],"domain_scores_gemma":[0.999202,0.00002432676,0.0003035472,0.0001186902,0.0002503028,0.0001011922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004976222,0.000007823977,0.9037907,0.00005919156,0.001957489,0.000007312355,0.0003191553,0.03891385,0.05386189,0.000484292,0.000312649,0.0002358451],"study_design_scores_gemma":[0.003023969,0.0003786321,0.9485645,0.0001356827,0.001703166,0.00006332124,0.0007121961,0.02794139,0.01295166,0.0000530609,0.004065288,0.0004071539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966229,0.00009648244,0.002594756,0.0001811274,0.000268167,0.00008946421,0.00001580706,0.000001804715,0.0001295115],"genre_scores_gemma":[0.9997225,0.00003149105,0.00004303903,0.000107668,0.00006466157,0.000002147819,0.00001183756,0.000005539957,0.00001114067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05566404,"threshold_uncertainty_score":0.9837049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006607435817403189,"score_gpt":0.2126647116866941,"score_spread":0.2060572758692909,"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."}}