{"id":"W3205839729","doi":"10.1071/ah21090","title":"Incidence of adverse incidents in residential aged care","year":2021,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Medicine; Adverse effect; Incidence (geometry); Incident report; Thematic analysis; Near miss; Environmental health; Emergency medicine; Medical emergency; Demography; Qualitative research; Forensic engineering; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004292578,0.0002132264,0.0003942179,0.002492938,0.0003755299,0.001353007,0.0006824512,0.0004468922,0.001397998],"category_scores_gemma":[0.02861348,0.0002115761,0.0006985082,0.00228799,0.0005244559,0.001229836,0.001610688,0.0005408148,0.0001894156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008998283,"about_ca_system_score_gemma":0.0007743218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004519271,"about_ca_topic_score_gemma":0.004215428,"domain_scores_codex":[0.9901029,0.003191776,0.002162162,0.000823064,0.003277416,0.0004426299],"domain_scores_gemma":[0.9646139,0.007322274,0.02226103,0.0009051114,0.004263312,0.0006344818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007102938,0.0000417354,0.9793292,0.000395841,0.0001085114,0.000174221,0.001204742,0.0001268908,0.0001207964,0.0001029257,0.0004920955,0.01783197],"study_design_scores_gemma":[0.000003030019,0.0002119945,0.9945123,0.0002385401,0.0000304185,0.0007859297,0.00270316,0.0002248371,0.0001172377,0.000112906,0.001048257,0.00001131621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892664,0.003916807,0.0009495746,0.0005045707,0.00004932141,0.0001278235,0.001641724,0.00004864412,0.003495148],"genre_scores_gemma":[0.9961721,0.001705322,0.001042521,0.00008155104,0.00004800484,0.00008199782,0.000640067,0.000003962579,0.0002244144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004519271,"threshold_uncertainty_score":0.02270156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09275145743309095,"score_gpt":0.47926098104693,"score_spread":0.3865095236138391,"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."}}