{"id":"W4413967091","doi":"10.3332/ecancer.2025.1984","title":"Potentially avoidable emergency department visits among patients with advanced cancer","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Emergency department; Medical emergency; Cancer; Emergency medicine; Family medicine; Psychiatry; 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":[0.0005091822,0.0001387132,0.0002316858,0.0007387457,0.0003634249,0.0004005255,0.0002229826,0.0002866171,0.001553734],"category_scores_gemma":[0.003748096,0.0001112595,0.0002567211,0.0006922322,0.0001796739,0.0003043822,0.0005799886,0.000394532,0.00007665171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437244,"about_ca_system_score_gemma":0.0004119233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847916,"about_ca_topic_score_gemma":0.006107097,"domain_scores_codex":[0.9994228,0.0002084613,0.000083209,0.00005506507,0.0001268858,0.0001036803],"domain_scores_gemma":[0.9965322,0.001004212,0.001886862,0.00006805344,0.0001872822,0.0003213588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004584846,0.00001783937,0.9981122,0.00001971068,0.00001333759,0.0001356911,0.0001305003,0.0000301564,0.00004195691,0.000009665341,0.0001187702,0.001324283],"study_design_scores_gemma":[0.000005059964,0.00006348049,0.9982561,0.00001977668,0.00001233225,0.0007486952,0.0004470689,0.0001459517,0.00003236338,0.0000196268,0.0002465468,0.000002862145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989958,0.0003324813,0.00005622969,0.00009564874,0.000003948106,0.00001239665,0.0001757467,0.000002067432,0.0003257009],"genre_scores_gemma":[0.9995252,0.0001472033,0.00009294536,0.00003259454,0.00001128685,0.0000083112,0.000139462,6.792113e-7,0.00004235081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002847916,"threshold_uncertainty_score":0.00566268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097589889640899,"score_gpt":0.3706414929230398,"score_spread":0.3496655940266308,"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."}}