{"id":"W4239175791","doi":"10.1093/jac/dkz373","title":"Preface","year":2019,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0002227516,0.00007191177,0.0001242896,0.00003124709,0.00001996484,0.00003342031,0.000161306,0.00006975893,0.0001614073],"category_scores_gemma":[0.00003281296,0.00006370302,0.0001119725,0.00004757393,0.00001986392,0.000006409097,0.00001631895,0.00007157057,0.00002832865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008916615,"about_ca_system_score_gemma":0.00005996956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001972109,"about_ca_topic_score_gemma":0.000001291597,"domain_scores_codex":[0.9994485,0.00002793293,0.0002514284,0.0001067068,0.00006898258,0.0000964112],"domain_scores_gemma":[0.9994299,0.000005619572,0.0002095295,0.0001665815,0.0001500074,0.00003836986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001300272,0.0000511002,0.005175211,0.000008910298,0.00002632048,4.709985e-7,0.00004037378,0.00001198016,0.986222,0.000006692696,0.007365453,0.0009614661],"study_design_scores_gemma":[0.0009490034,0.0001729049,0.006443349,0.00002028686,0.000004770299,0.00007024515,0.00002103287,0.000005837795,0.9099513,0.00001120427,0.08225415,0.0000959325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980181,0.00003964364,0.0002807956,0.0006246336,0.0004405213,0.00007014754,0.00000183678,0.000003718407,0.0005205631],"genre_scores_gemma":[0.9954224,0.00008985403,0.001769435,0.0009379433,0.0002890122,1.331316e-7,0.000005415315,0.00001373465,0.001472036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07627071,"threshold_uncertainty_score":0.2597734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005836805148010053,"score_gpt":0.2346661415428624,"score_spread":0.2288293363948524,"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."}}