{"id":"W3002677550","doi":"10.1093/clinchem/48.10.1816","title":"Bailey and Scott’s Diagnostic Microbiology, Eleventh Edition. Betty Forbes, Daniel F. Sahm, and Alice S. Weissfeld. St. Louis, MO: Mosby, 2002, 1069 pp. ISBN 0-323-01678-2.","year":2002,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Eleventh; St louis; Alice (programming language); Art; Gerontology; Humanities; Medicine; Art history; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005258372,0.0002966212,0.0003717198,0.00001465359,0.0001736482,0.0001086804,0.0002675629,0.0006039751,0.0004811889],"category_scores_gemma":[0.003302553,0.0003018642,0.0001240244,0.00009855883,0.0005082696,0.00001423039,0.0002893085,0.0003528057,0.00003368029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001792208,"about_ca_system_score_gemma":0.00004186237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002806244,"about_ca_topic_score_gemma":0.00001812757,"domain_scores_codex":[0.9977041,0.0001138884,0.0007636598,0.0009473932,0.00008810817,0.0003827738],"domain_scores_gemma":[0.998374,0.000362126,0.0002292285,0.0005519949,0.0001668278,0.0003158375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000566277,0.0005228404,0.03816582,0.0002170675,0.0001116055,0.00000907139,0.00002496384,0.000001069878,0.6962262,0.00002118467,0.259063,0.005580524],"study_design_scores_gemma":[0.004176691,0.0005535702,0.03175033,0.0002971067,0.0002651165,0.00033317,0.0001784106,0.0005328496,0.2147669,0.0003146947,0.7451462,0.001684996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990483,0.006229297,0.00007816355,0.001111907,0.0003804266,0.0002655349,0.000377676,0.00005593912,0.001018078],"genre_scores_gemma":[0.986814,0.004613984,0.000748823,0.0009269388,0.001321577,0.00003575199,0.0009407552,0.00004355508,0.004554668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4860832,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573284705878884,"score_gpt":0.2787903587841284,"score_spread":0.2530575117253395,"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."}}