{"id":"W4410014345","doi":"10.1016/j.cmicom.2025.105079","title":"Approach to Clostridioides difficile diarrheal infection","year":2025,"lang":"en","type":"article","venue":"CMI Communications","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Clostridioides; Diarrheal disease; Diarrheal diseases; Diarrhea; C difficile; Microbiology; Virology; Medicine; Biology; Clostridium difficile; Internal medicine; Antibiotics","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":[0.0002841852,0.0001718655,0.0002957868,0.0004393728,0.00044207,0.00006155133,0.0004994703,0.0001286851,0.00005248775],"category_scores_gemma":[0.0004907392,0.0001669513,0.0001512776,0.001429437,0.0001665382,0.00005551024,0.0005728904,0.000522132,0.000262868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191076,"about_ca_system_score_gemma":0.0003472681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004444795,"about_ca_topic_score_gemma":0.00005266466,"domain_scores_codex":[0.9986024,0.0001191199,0.0003582654,0.0003109404,0.0002558671,0.0003533291],"domain_scores_gemma":[0.9969023,0.0002331124,0.00004149407,0.00232162,0.000276352,0.0002250838],"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":[0.001095618,0.01461167,0.07766204,0.001174418,0.001310623,0.00001351153,0.00244421,0.0005000128,0.1994011,0.174102,0.3049512,0.2227337],"study_design_scores_gemma":[0.003017239,0.0004971097,0.08680349,0.000454693,0.0004230506,0.00005191788,0.0006882673,0.007001345,0.09338226,0.0006053914,0.8064185,0.0006567804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5806749,0.001373954,0.003392787,0.01461882,0.0001585359,0.001333229,0.00003064299,0.0003081307,0.3981089],"genre_scores_gemma":[0.9892761,0.0009319754,0.002970714,0.0006491143,0.00008700879,0.0003264197,0.000186521,0.00002192762,0.005550248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5014673,"threshold_uncertainty_score":0.6808075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05031223361562143,"score_gpt":0.3627950342482252,"score_spread":0.3124828006326038,"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."}}