{"id":"W4408656957","doi":"10.1016/j.idh.2025.03.002","title":"Analysis of infection prevention and control documentation in residential aged care based on a behaviour specification framework","year":2025,"lang":"en","type":"article","venue":"Infection Disease & Health","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"Medical Research Future Fund","keywords":"Documentation; Infection control; Control (management); Medicine; Psychology; Computer science; Intensive care medicine; Programming language; Artificial intelligence","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":[0.0005944301,0.0001801229,0.000494121,0.002176743,0.0001918493,0.00003605946,0.00002293629,0.000159525,0.0001136104],"category_scores_gemma":[0.0004130007,0.0001992269,0.0002315575,0.001856386,0.00004790319,0.0001750722,0.000008937946,0.0003455662,0.000003388214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031442,"about_ca_system_score_gemma":0.0007085375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005572916,"about_ca_topic_score_gemma":0.003605784,"domain_scores_codex":[0.9975744,0.0006199432,0.0007904492,0.0004426884,0.0003422684,0.000230199],"domain_scores_gemma":[0.9984494,0.0002073507,0.0004129831,0.0003658932,0.0003559134,0.000208392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00136906,0.0004269055,0.9819214,0.0008190427,0.0001589227,0.000002510845,0.000234737,0.005277982,0.00003805661,0.0005451588,0.00004629722,0.009159978],"study_design_scores_gemma":[0.003046404,0.000498621,0.9852051,0.0007324979,0.00121491,5.47125e-7,0.0000589025,0.008768226,0.00004658423,0.0002594208,0.00006571178,0.0001030697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448097,0.0006193545,0.04860221,0.002961237,0.0005308482,0.002171886,0.00004518592,0.000120333,0.0001392726],"genre_scores_gemma":[0.9975272,0.000322809,0.00009390834,0.001310846,0.00008298038,0.0002784432,0.0003378962,0.00001526743,0.00003067866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0527175,"threshold_uncertainty_score":0.8424619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458537462757668,"score_gpt":0.3846799210228817,"score_spread":0.370094546395305,"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."}}