{"id":"W4408038222","doi":"10.1016/j.prro.2025.02.009","title":"Experience","year":2025,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001251745,0.00004580976,0.0001798468,0.00007313923,0.00002137739,0.000002721968,0.0000271326,0.00009060233,0.0002708032],"category_scores_gemma":[0.004105431,0.00004033302,0.00003535752,0.0001780329,0.00007901687,0.00007302533,0.00001619111,0.0001167503,0.00004950472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199053,"about_ca_system_score_gemma":0.000320812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697911,"about_ca_topic_score_gemma":0.000002426413,"domain_scores_codex":[0.9994634,0.00006208294,0.0001798316,0.0001108526,0.00008674231,0.00009703555],"domain_scores_gemma":[0.9987077,0.0009769854,0.00006473447,0.0001060238,0.00009077064,0.0000537989],"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":[0.001411884,0.001258731,0.3445501,0.0001511366,0.0002464824,0.0001616373,0.006595877,0.000009761127,0.01141708,0.1995327,0.05073578,0.3839289],"study_design_scores_gemma":[0.0008183544,0.0002275295,0.02056445,0.00004046351,0.00004965408,0.00001055396,0.0006253935,0.0003426207,0.00921773,0.0005819082,0.9674855,0.00003581577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3686195,0.002665107,0.02627612,0.07611792,0.001160862,0.0004458689,0.000003950701,0.0001002587,0.5246105],"genre_scores_gemma":[0.981775,0.000975337,0.01208369,0.003746825,0.00009802564,0.00002830758,0.000008404581,0.000003640648,0.001280759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9167497,"threshold_uncertainty_score":0.4914881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2038180514613766,"score_gpt":0.5779081125367015,"score_spread":0.3740900610753249,"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."}}