{"id":"W4411627939","doi":"10.1001/jamasurg.2025.1888","title":"A Predictive Tool for Ability to Remain at Home After Cancer Surgery in Older Adults","year":2025,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Ottawa Hospital; University of Ottawa; Queen's University; Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cancer; Population; Retrospective cohort study; Residence; Emergency medicine; Physical therapy; Surgery; Demography; Internal medicine; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.001274861,0.000309894,0.0009363756,0.0006191921,0.00005552261,0.00002982937,0.00009280579,0.0002868307,0.0005065611],"category_scores_gemma":[0.004039786,0.0002918838,0.0004129848,0.0008527777,0.00008508637,0.0001950951,0.0001346984,0.0002674984,0.000037324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020101,"about_ca_system_score_gemma":0.0006219441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005056,"about_ca_topic_score_gemma":0.0009783829,"domain_scores_codex":[0.9971635,0.0001317151,0.000830688,0.0007941752,0.0003715357,0.0007083382],"domain_scores_gemma":[0.9942524,0.004389266,0.0001042751,0.0007138142,0.0003325136,0.0002076869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006822045,0.0002605543,0.7616319,0.001158032,0.00006104483,0.00009578402,0.0006787284,0.000009862834,0.00008937759,0.000003359543,0.2022536,0.02693572],"study_design_scores_gemma":[0.001577358,0.00003181943,0.9808351,0.003909516,0.00005634792,0.000009005914,0.00008823504,0.0001562234,0.0009114005,0.00007542915,0.01206522,0.0002843484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801733,0.0007922091,0.0001966422,0.01447929,0.001503529,0.00215133,0.0003384895,0.0001240293,0.000241175],"genre_scores_gemma":[0.9850658,0.00009203661,0.0002087445,0.005190189,0.0003571062,0.004966113,0.00008131249,0.00004663312,0.003992102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2192032,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152729806716383,"score_gpt":0.2760088059839372,"score_spread":0.2644815079167733,"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."}}