{"id":"W2337641623","doi":"10.1056/em200701190000003","title":"An Epidemic of C. difficile Disease","year":2007,"lang":"en","type":"article","venue":"Journal watch","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clostridium difficile; Medicine; Diarrhea; Incidence (geometry); Disease; C difficile; Population; Demography; Environmental health; Microbiology; Internal medicine; Biology; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220899,0.0001379588,0.0003300435,0.0001603248,0.000116377,0.00002105502,0.000178185,0.00008330629,0.0005518409],"category_scores_gemma":[0.0003707336,0.0001053803,0.0002099182,0.0002985959,0.00008440075,0.00009447754,0.00003343131,0.0005810151,0.00004791022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041719,"about_ca_system_score_gemma":0.000270589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002924144,"about_ca_topic_score_gemma":0.0000071471,"domain_scores_codex":[0.9980192,0.00005094912,0.0005667267,0.0001821535,0.0007036705,0.0004772825],"domain_scores_gemma":[0.9980145,0.0001350144,0.000141046,0.0003739395,0.0003234238,0.001012145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003952372,0.002321517,0.1086587,0.000233854,0.0001563612,0.002215232,0.0004820073,0.00007440645,0.8147714,0.0002057387,0.02292212,0.04400625],"study_design_scores_gemma":[0.006228097,0.0028398,0.2474898,0.0005682699,0.0004623271,0.001903911,0.001425782,0.001392755,0.6950781,0.0009313297,0.04107291,0.0006070014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923409,0.0005377075,0.000490403,0.005013385,0.0001650624,0.0001615927,0.00001018428,0.00002546949,0.001255326],"genre_scores_gemma":[0.9966095,0.0006703853,0.0003445921,0.0001635441,0.0008549929,0.000001342129,0.00001150629,0.00002650123,0.001317651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138831,"threshold_uncertainty_score":0.6042271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834043049760996,"score_gpt":0.3588513370956053,"score_spread":0.3305109065979954,"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."}}