{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002226803,0.0009953139,0.0006800604,0.002873132,0.001877719,0.002339531,0.001251033,0.001135131,0.2811547],"category_scores_gemma":[0.02512741,0.0002219649,0.0006289857,0.001268234,0.0004813502,0.001849315,0.001861834,0.003605876,0.174417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677455,"about_ca_system_score_gemma":0.002365072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004783859,"about_ca_topic_score_gemma":0.005091616,"domain_scores_codex":[0.9990627,0.0001848298,0.0000859439,0.0001317681,0.0004579783,0.00007678443],"domain_scores_gemma":[0.986277,0.002463774,0.0004617725,0.000795503,0.008632374,0.001369459],"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":[0.00001818884,0.00001236294,0.0000708676,0.00008208988,0.000001411176,0.0000381467,0.00002199498,0.00002453788,0.00004721553,0.0009726573,0.9795376,0.019173],"study_design_scores_gemma":[0.000004717572,0.0000133112,0.0003341217,0.00019681,0.000002556638,0.00008272947,0.00004555972,0.00002270513,0.00008854095,0.00166578,0.997538,0.000005153426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0009053432,0.01715206,0.005643343,0.06790517,0.7159646,0.0007260726,0.01053,0.001019669,0.1801538],"genre_scores_gemma":[0.00871639,0.01470129,0.004338462,0.03512879,0.1934199,0.0008271493,0.01224264,0.001029379,0.729596],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7188452,"threshold_uncertainty_score":0,"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."}}