{"id":"W6902459476","doi":"10.6084/m9.figshare.28737132.v1","title":"Additional file 4 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; Missing data","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":[0.00311977,0.001308266,0.001399471,0.00206806,0.0007649605,0.002166921,0.001851756,0.001030869,0.8234438],"category_scores_gemma":[0.06204406,0.0006106237,0.001879028,0.003288019,0.0003317148,0.00159373,0.001285206,0.001275782,0.1356137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115484,"about_ca_system_score_gemma":0.001758858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01158914,"about_ca_topic_score_gemma":0.01545336,"domain_scores_codex":[0.9984628,0.0005090653,0.0001542588,0.0003801822,0.0002862926,0.0002074394],"domain_scores_gemma":[0.9310414,0.06120308,0.001669542,0.002394178,0.002954665,0.0007372208],"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":[0.001245887,0.0001627723,0.01111228,0.002590442,0.000269653,0.00007314101,0.0001244584,0.001102945,0.000123455,0.0007665584,0.9690508,0.01337757],"study_design_scores_gemma":[0.00833992,0.0009565614,0.1387768,0.005442088,0.001461872,0.0007764991,0.001378035,0.01115124,0.001838761,0.02357562,0.8059113,0.0003913562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0008067553,0.00002682424,0.0008125982,0.0001241359,0.00004826758,0.00008873965,0.996219,0.0007595728,0.001114175],"genre_scores_gemma":[0.04659856,0.000192661,0.01425607,0.001133488,0.000260146,0.003870659,0.9035406,0.006937787,0.02321018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8234438,"threshold_uncertainty_score":0.2518359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474380574947356,"score_gpt":0.2633712101170305,"score_spread":0.248627404367557,"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."}}