{"id":"W6902230891","doi":"10.6084/m9.figshare.28737129.v1","title":"Additional file 3 of An analysis of the value-added of antibiogram subgroup stratification","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Antibiogram; Statistical analysis; Stratification (seeds); Mean difference; Linear discriminant analysis","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":[],"category_scores_codex":[0.00003543573,0.00004780689,0.000104456,0.00005951568,0.00002695791,0.000007427342,0.0001803555,0.00006586913,0.6180963],"category_scores_gemma":[0.001812676,0.00004128587,0.0001316173,0.0004310001,0.00002090191,0.000003601761,0.00004440352,0.00002513348,0.00000399115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003586896,"about_ca_system_score_gemma":0.00008153772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001422441,"about_ca_topic_score_gemma":0.00008406767,"domain_scores_codex":[0.999445,0.00005689745,0.0002310146,0.0001437109,0.00007572101,0.00004767777],"domain_scores_gemma":[0.9990538,0.00009211831,0.000218146,0.0003715054,0.0002511713,0.00001330029],"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":[0.000009452488,0.0001041132,0.0001816365,0.00006844292,0.0001339785,2.072392e-8,0.00001321291,0.00003922172,0.2860689,0.00003232128,0.7124524,0.0008962983],"study_design_scores_gemma":[0.0001162543,0.00006129427,0.6204875,0.0004033379,0.0001286083,2.223081e-7,0.00009735762,0.001908161,0.3226484,0.00004549179,0.05400499,0.00009847787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.043611,0.000008095738,0.000002285214,0.00000930862,0.00001159349,0.00008341041,0.9556103,0.00000340857,0.0006605459],"genre_scores_gemma":[0.4463989,1.600663e-7,0.0001683697,0.00001030814,0.000008073129,0.0000189571,0.5532075,0.000001617334,0.0001861682],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6584474,"threshold_uncertainty_score":0.3822528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462571327245221,"score_gpt":0.262959399940932,"score_spread":0.2483336866684798,"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."}}