{"id":"W4410810222","doi":"10.1200/jco.2025.43.16_suppl.e23236","title":"Implementing standardized documentation for goals of care among advanced stage cancer patients.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Roche (Canada); William Osler Health System","funders":"","keywords":"Medicine; Documentation; Stage (stratigraphy); Cancer; Family medicine; Oncology; Medical physics; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04901048,0.0003321394,0.0004050886,0.002314941,0.001277532,0.002149629,0.001511244,0.000705496,0.00440892],"category_scores_gemma":[0.1129325,0.0005514433,0.0007552786,0.002399274,0.000785524,0.002249252,0.003605915,0.001304349,0.001470152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005289411,"about_ca_system_score_gemma":0.02445437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01620784,"about_ca_topic_score_gemma":0.03183239,"domain_scores_codex":[0.9718786,0.01536535,0.006471853,0.0009428766,0.00448125,0.0008600374],"domain_scores_gemma":[0.8881032,0.03592464,0.03343012,0.01297152,0.02271704,0.00685349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004663905,0.001744697,0.2870651,0.002388393,0.00007439942,0.0004072911,0.007615487,0.001696991,0.001246417,0.0023745,0.09337347,0.6015468],"study_design_scores_gemma":[0.001054146,0.002541869,0.6884754,0.005379824,0.0001097503,0.001118716,0.008709885,0.01174746,0.005552912,0.003098644,0.271951,0.0002604145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6627579,0.005097108,0.07756112,0.07060511,0.001460636,0.06466511,0.02442907,0.006573325,0.08685064],"genre_scores_gemma":[0.7045822,0.002407621,0.2473522,0.006420039,0.0003359001,0.01905821,0.01306469,0.0003819694,0.006397238],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04901048,"threshold_uncertainty_score":0.2591953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1864510780084846,"score_gpt":0.6193602383149966,"score_spread":0.4329091603065121,"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."}}