{"id":"W4237536063","doi":"10.12968/hmed.2017.78.9.488","title":"Clinical News","year":2017,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; MEDLINE; Family medicine; Library science; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001675009,0.0001089436,0.0008943412,0.00007562224,0.000177332,0.00004173465,0.0003987056,0.0001024786,0.0003701456],"category_scores_gemma":[0.01460795,0.0000897788,0.0002711128,0.00003058387,0.0008909393,0.0002325914,0.00009710775,0.0008320559,0.0000257926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003238161,"about_ca_system_score_gemma":0.00009729994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003180539,"about_ca_topic_score_gemma":0.00004418443,"domain_scores_codex":[0.9978516,0.0001262472,0.001048536,0.0001707365,0.0004349648,0.0003679869],"domain_scores_gemma":[0.9977738,0.00005326995,0.0007026471,0.0003367749,0.0004468374,0.0006867253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003002936,0.000248354,0.4647343,0.00002922212,0.0001240537,0.01119125,0.00001842748,8.877419e-8,0.00011979,0.0000203534,0.1681257,0.3550881],"study_design_scores_gemma":[0.006266449,0.0150348,0.9256912,0.001835759,0.00007930632,0.01345611,0.0001366863,0.000008583611,0.000005607296,0.0004303323,0.03698099,0.00007414423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469569,0.004187577,0.0003114702,0.04111456,0.002400209,0.000161451,0.000005539534,0.00001055877,0.004851758],"genre_scores_gemma":[0.9806383,0.01114888,0.001567626,0.001399581,0.004508168,0.000001506383,0.000004580852,0.0000173885,0.000713984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4609569,"threshold_uncertainty_score":0.9936924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183935990654918,"score_gpt":0.4127431368132591,"score_spread":0.3609037769067099,"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."}}