{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001448602,0.0004775171,0.0002631309,0.0009764034,0.004286762,0.003250794,0.00136487,0.001265396,0.3323748],"category_scores_gemma":[0.003797121,0.0003043985,0.0004524763,0.0009083214,0.001205278,0.00175827,0.004122764,0.002499357,0.08473931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001990214,"about_ca_system_score_gemma":0.006009643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262035,"about_ca_topic_score_gemma":0.01994855,"domain_scores_codex":[0.9987312,0.0002160275,0.00004832671,0.0001842203,0.0003301615,0.000490075],"domain_scores_gemma":[0.9959236,0.0001882886,0.00007634903,0.0001841888,0.0006414758,0.002986033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003420629,0.00134671,0.01360728,0.000236891,0.00001557363,0.004312921,0.007560336,0.0002476259,0.001230987,0.02102617,0.7348837,0.2151897],"study_design_scores_gemma":[0.00003188679,0.0001420879,0.003094779,0.00009328657,0.000004333169,0.002195326,0.003118408,0.00004561094,0.0001947267,0.001332052,0.9897366,0.00001102738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06757712,0.003553311,0.003109384,0.01994406,0.004665277,0.00056301,0.002232358,0.00053939,0.8978162],"genre_scores_gemma":[0.07907474,0.002480083,0.001897639,0.009682444,0.0007322342,0.000280955,0.001511105,0.00027404,0.9040667],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6676252,"threshold_uncertainty_score":0,"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."}}