{"id":"W4408210718","doi":"10.5770/cgj.28.768","title":"Understanding Local Consultation Patterns of Inpatient Geriatric Medicine Teams: a Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Odds ratio; Referral; Geriatrics; Cross-sectional study; Confidence interval; Logistic regression; Delirium; Dementia; Odds; Family medicine; Emergency medicine; Psychiatry; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002404408,0.0002520685,0.0004281815,0.001229877,0.0005712781,0.001027945,0.0007930559,0.0006161248,0.001755436],"category_scores_gemma":[0.007053278,0.0004599912,0.0005370721,0.002167649,0.0004913859,0.001286165,0.001182497,0.000725335,0.000338384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008015346,"about_ca_system_score_gemma":0.0008265419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01921462,"about_ca_topic_score_gemma":0.02362096,"domain_scores_codex":[0.9979492,0.0007388324,0.0003282657,0.0003807493,0.0003269001,0.0002760794],"domain_scores_gemma":[0.9925035,0.001354336,0.004157726,0.000320016,0.0008067372,0.0008576259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001618296,0.00003832219,0.9992191,0.00001463164,0.00002711708,0.00001885183,0.0002572402,0.00001417184,0.00002597159,0.000005112374,0.00006778691,0.0002954752],"study_design_scores_gemma":[0.000003993752,0.00006352701,0.9984553,0.00001772614,0.00001557531,0.00008019889,0.001156563,0.000106958,0.00001244545,0.000007330195,0.00007694388,0.000003471182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989994,0.0001378485,0.0000747708,0.00007038638,0.000002718831,0.0000166557,0.0004351099,0.000002862381,0.0002603669],"genre_scores_gemma":[0.9993626,0.00008678605,0.00008286743,0.00006054686,0.000004808674,0.00002273317,0.0003264923,0.000001817625,0.00005136424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01921462,"threshold_uncertainty_score":0.03820556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04571499265124483,"score_gpt":0.3112211799002961,"score_spread":0.2655061872490513,"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."}}