{"id":"W2948881394","doi":"10.1016/s0163-4453(17)30183-4","title":"Preface","year":2017,"lang":"en","type":"article","venue":"Journal of Infection","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Medical Research Council","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005087099,0.00004253845,0.00008567861,0.00009099823,0.0002023772,0.0001140356,0.00008363723,0.00003213168,0.00008035389],"category_scores_gemma":[0.0004866705,0.00003388149,0.00008226203,0.00002451565,0.00002677166,0.0007952857,0.00001772675,0.0001588823,0.0005707302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009245957,"about_ca_system_score_gemma":0.00003175328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005065514,"about_ca_topic_score_gemma":0.00002994642,"domain_scores_codex":[0.9995354,0.00002773549,0.0001715381,0.00003323428,0.0001630126,0.0000691262],"domain_scores_gemma":[0.9986877,0.00001061796,0.0008742342,0.0001663124,0.0002145054,0.0000466679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001675228,0.0001866664,0.8351855,0.0000145859,0.0001166628,0.00003292422,0.0001690564,0.0005780932,0.1162074,0.0003269833,0.0301732,0.01684138],"study_design_scores_gemma":[0.0004749486,0.0001651805,0.9481496,0.00003873506,0.00002604388,0.0003673985,0.000002848291,0.00005406373,0.01384652,0.0005410096,0.03628894,0.00004465814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848195,0.00002150657,0.0005847989,0.0001295156,0.0009594401,0.00002567332,5.441957e-7,0.00001262177,0.01344639],"genre_scores_gemma":[0.9990326,0.00002117936,0.0001820175,0.000009364047,0.0004916237,2.450249e-7,7.098739e-8,0.00001228188,0.0002506073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129641,"threshold_uncertainty_score":0.7335773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0308923051550049,"score_gpt":0.3424157703081325,"score_spread":0.3115234651531276,"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."}}