{"id":"W2947066264","doi":"10.1503/cjs.009218","title":"Short stay total joint arthroplasty program: patient factors predicting readmission","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Medicine; Body mass index; Joint arthroplasty; Arthroplasty; Hospital readmission; Emergency medicine; American society of anesthesiologists; Physical therapy; Surgery; 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":[0.0006648568,0.0001923819,0.0002224637,0.0005983134,0.0002361626,0.0004347086,0.0002438459,0.0002166826,0.001824676],"category_scores_gemma":[0.004124192,0.00008409446,0.0002392396,0.000464483,0.0001894047,0.0002898473,0.0003878477,0.0004261943,0.000133154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003193887,"about_ca_system_score_gemma":0.0006393938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537008,"about_ca_topic_score_gemma":0.002138273,"domain_scores_codex":[0.9994345,0.0001635722,0.00009296529,0.0000481904,0.0001755414,0.00008523053],"domain_scores_gemma":[0.994913,0.0008759363,0.002914697,0.00009439474,0.0003661956,0.000835699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004608639,0.00007386332,0.9980718,0.00001090844,0.00001379135,0.00004702011,0.00002164655,0.00002318749,0.00007973189,0.000003615743,0.00004881756,0.001559541],"study_design_scores_gemma":[0.000002999487,0.0002670181,0.9989747,0.000009065693,0.00000973119,0.0003580749,0.00007792666,0.0001873608,0.00005806558,0.000005645441,0.00004791889,0.000001663087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995744,0.0001433366,0.00004465148,0.00004386383,0.000003695634,0.000007059987,0.00004630797,0.000002319631,0.0001344144],"genre_scores_gemma":[0.9997211,0.00006667838,0.00005906634,0.00001588197,0.00001079091,0.000004363425,0.00007872729,7.578968e-7,0.00004252397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001824676,"threshold_uncertainty_score":0.006104171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03357683669753086,"score_gpt":0.2444499828179098,"score_spread":0.2108731461203789,"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."}}