{"id":"W2914810136","doi":"10.1097/nur.0000000000000426","title":"A Multifaceted Approach to the Prevention of Clostridioides (Clostridium) Difficile","year":2019,"lang":"en","type":"article","venue":"Clinical Nurse Specialist","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kimberly-Clark (Canada)","funders":"","keywords":"Clostridioides; Clostridium difficile; Clostridium; Medicine; Clostridium Infections; Intensive care medicine; Microbiology; Internal medicine; Biology; Bacteria","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001330249,0.0003462843,0.001037264,0.0001990193,0.0001258438,0.00005507663,0.0005658271,0.0003271624,0.001003462],"category_scores_gemma":[0.001605279,0.0002425798,0.0007855213,0.001053712,0.000385199,0.00007170047,0.0001842731,0.0008357347,0.001395541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001607952,"about_ca_system_score_gemma":0.0004297227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001134083,"about_ca_topic_score_gemma":0.00001758242,"domain_scores_codex":[0.9957306,0.0003202283,0.001452787,0.0008313903,0.001029636,0.0006353615],"domain_scores_gemma":[0.9967715,0.0005598105,0.000298701,0.001452414,0.0004341028,0.000483431],"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":[0.01996932,0.03197081,0.05177987,0.001711359,0.002058564,0.0001827175,0.002135705,0.0005887382,0.2417563,0.01370299,0.3650207,0.2691229],"study_design_scores_gemma":[0.01726888,0.007916907,0.05849874,0.000967043,0.0009439867,0.0002358043,0.004639335,0.003044732,0.2779696,0.0001984545,0.6269141,0.001402389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313085,0.0002469829,0.000115595,0.00321036,0.001031826,0.002700967,0.00009870671,0.00008347992,0.06120357],"genre_scores_gemma":[0.9836274,0.0001452464,0.0008971625,0.0003812992,0.002066691,0.00006407407,0.000147869,0.00006449159,0.0126058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2677205,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06264827267980305,"score_gpt":0.3825374570946565,"score_spread":0.3198891844148535,"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."}}