{"id":"W4413296187","doi":"10.1016/j.jhin.2025.07.023","title":"Research priorities in infection prevention and control in Alberta, Canada: a modified Delphi process","year":2025,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"O'Brien Institute for Public Health, University of Calgary; University of Calgary","keywords":"Medicine; Infection control; Delphi method; Process (computing); Delphi; Environmental health; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478501,0.0001218518,0.0003839581,0.001155351,0.00009441583,0.00003470039,0.00003132783,0.0001697483,0.000007500188],"category_scores_gemma":[0.001288351,0.0001155822,0.00006337553,0.0008335239,0.00005294626,0.0003907555,0.00001434326,0.0009495381,5.460323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423487,"about_ca_system_score_gemma":0.001988809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6009877,"about_ca_topic_score_gemma":0.8146113,"domain_scores_codex":[0.9981552,0.0002824074,0.0007404475,0.0001687188,0.0003820217,0.0002712306],"domain_scores_gemma":[0.9981888,0.000309236,0.0002339778,0.00009537755,0.001087825,0.00008478845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005985851,0.0003209863,0.9906133,0.0004651692,0.00005638192,0.00003870463,0.0004265776,0.0008457332,0.0001343728,0.0004738322,0.0001849119,0.005841421],"study_design_scores_gemma":[0.004647749,0.001777799,0.9872661,0.0009731269,0.00004082365,0.00009797225,0.0002319656,0.002426129,0.0001933889,0.001904264,0.0003495055,0.00009115281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924382,0.0003089469,0.0005548887,0.004014598,0.001077013,0.00078047,7.756465e-7,0.000008897773,0.0008161853],"genre_scores_gemma":[0.9992042,0.000256051,0.00001087004,0.0001366656,0.0001606971,0.00005263171,0.000001417061,0.00001047232,0.0001670346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2136235,"threshold_uncertainty_score":0.4713305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022169584058899,"score_gpt":0.3740942088314521,"score_spread":0.3519246247725531,"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."}}