{"id":"W4253565764","doi":"10.1093/jac/dky252","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Pneumonia and Respiratory Infections","field":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001167091,0.0007673721,0.0006039669,0.001323788,0.002156539,0.003444837,0.0014685,0.001409299,0.6008845],"category_scores_gemma":[0.006129096,0.000253223,0.0005136306,0.001184845,0.0005791849,0.00273382,0.002590628,0.002238896,0.4129896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905289,"about_ca_system_score_gemma":0.003329574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004483457,"about_ca_topic_score_gemma":0.005560971,"domain_scores_codex":[0.9990751,0.0001071687,0.0000637766,0.000183,0.0004532146,0.0001179038],"domain_scores_gemma":[0.9965533,0.0003115341,0.0001111249,0.0003023613,0.00181951,0.0009022111],"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":[0.00002581863,0.00001429225,0.000150172,0.000083383,0.000001662365,0.00006542847,0.00007073965,0.00002975915,0.0001313797,0.003198991,0.9569926,0.03923576],"study_design_scores_gemma":[0.000002320083,0.000008014084,0.0002111771,0.00004508393,6.901793e-7,0.00005500501,0.00005333836,0.00001375574,0.00004373083,0.0005959181,0.9989688,0.000002161069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001773438,0.005352743,0.00406244,0.02534132,0.1509241,0.0005513732,0.01041901,0.001470779,0.8001049],"genre_scores_gemma":[0.006305661,0.003178009,0.001661316,0.005742657,0.01383879,0.0001988465,0.006487398,0.0006612692,0.961926],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6008845,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131689073052796,"score_gpt":0.288749171744923,"score_spread":0.2774322810143951,"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."}}