{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001724741,0.0007770886,0.0006382649,0.001779333,0.001920199,0.003084132,0.001394114,0.001315166,0.5272706],"category_scores_gemma":[0.01109248,0.000257895,0.0004781217,0.0013556,0.0005465174,0.002571959,0.002207091,0.002605997,0.3401783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601166,"about_ca_system_score_gemma":0.002746847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003383761,"about_ca_topic_score_gemma":0.004011364,"domain_scores_codex":[0.9989417,0.0001428433,0.00008389467,0.0001888077,0.0005356321,0.000107088],"domain_scores_gemma":[0.9932197,0.0008731155,0.0002159627,0.0005204951,0.003885297,0.001285478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002133852,0.00001093338,0.0001027116,0.00006327208,0.000001125604,0.0000529221,0.00006131511,0.0000233727,0.0001046766,0.002058335,0.969012,0.02848799],"study_design_scores_gemma":[0.000002373127,0.00000869453,0.0001975506,0.00005368668,6.871701e-7,0.00006228364,0.00005210225,0.00001367525,0.00004594724,0.0007201793,0.9988405,0.000002197135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002093182,0.007940758,0.005935866,0.05244051,0.2480317,0.0007157281,0.01721819,0.001733002,0.6638911],"genre_scores_gemma":[0.006359359,0.004130434,0.002478051,0.009722041,0.02408024,0.0002717113,0.009847859,0.0008408917,0.9422694],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4727294,"threshold_uncertainty_score":0,"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."}}