{"id":"W4223560869","doi":"10.1186/s12877-022-03011-9","title":"Clinical factors associated with recent medical care visits in nursing homes: a multi-site cross-sectional study","year":2022,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto; McMaster University; Impact","funders":"","keywords":"Medicine; Minimum Data Set; Cross-sectional study; Logistic regression; Family medicine; Nursing homes; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003163527,0.0003126701,0.000671379,0.0004341509,0.001563425,0.00004246256,0.0004071288,0.0004258385,0.001295089],"category_scores_gemma":[0.001971491,0.0002765937,0.0001734773,0.001893027,0.00007836056,0.0001062805,0.000276697,0.002135862,0.00003132765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499399,"about_ca_system_score_gemma":0.002153295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000614483,"about_ca_topic_score_gemma":0.004661792,"domain_scores_codex":[0.9925454,0.002734895,0.001461841,0.000788332,0.001628725,0.0008408693],"domain_scores_gemma":[0.9963784,0.001838574,0.000566494,0.0004249437,0.0004435368,0.0003480654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003860409,0.001674523,0.9766984,0.00003959171,0.00003417614,0.00003793821,0.01898027,0.0001179902,7.879069e-7,0.00000884538,0.0009703029,0.001051155],"study_design_scores_gemma":[0.007162426,0.0006904734,0.9440157,0.00006764004,0.00005919615,0.0000026134,0.04650459,0.0001163186,2.429299e-7,0.00001021072,0.001063817,0.0003067431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911166,0.0006409308,0.0001767131,0.00008466405,0.005685963,0.001605992,0.0001519754,0.0002016255,0.0003355758],"genre_scores_gemma":[0.9981349,0.00005105379,0.0001944093,0.00008990428,0.0004903209,0.0001924439,0.000424084,0.00006611127,0.0003567506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03268265,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325316946174996,"score_gpt":0.4827917371936544,"score_spread":0.3502600425761547,"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."}}