{"id":"W2018255531","doi":"10.1016/j.clon.2006.05.003","title":"Palliative Radiotherapy Improves Pain and Reduces Functional Interference in Patients with Painful Bone Metastases: A Quality Assurance Study","year":2006,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Quality assurance; Palliative care; Radiation therapy; Quality of life (healthcare); Internal medicine; Physical therapy; Oncology; Nursing; Pathology","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":[0.005085803,0.0001992057,0.0009155353,0.0001055959,0.00003725373,0.00001580305,0.00007876515,0.00008752526,0.0001169478],"category_scores_gemma":[0.002132876,0.0001441121,0.0000800343,0.0001913953,0.0003328789,0.00008848196,0.00005092957,0.0003171646,0.000004286462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001087156,"about_ca_system_score_gemma":0.0002185648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559747,"about_ca_topic_score_gemma":0.0003956866,"domain_scores_codex":[0.9956887,0.002091717,0.001094848,0.0005715247,0.0003058471,0.0002473017],"domain_scores_gemma":[0.9961713,0.00282687,0.0004191104,0.0002789831,0.0001533513,0.0001503742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006352321,0.00967541,0.9290911,0.00006051594,0.0002672868,0.00006562028,0.0001308906,0.000003635926,0.00001758013,0.00009221744,0.001322899,0.05292055],"study_design_scores_gemma":[0.01685748,0.01219604,0.9683806,0.00005145373,0.0001731804,4.5025e-7,0.0007988253,0.0001247283,0.000001862524,0.0001941105,0.001071463,0.0001497716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942876,0.0002294701,0.002104673,0.001513695,0.0001420952,0.001386829,0.00001763168,0.00003132098,0.0002867108],"genre_scores_gemma":[0.9936519,0.00002079038,0.003967105,0.001800955,0.0001013417,0.000120427,0.00005895927,0.00001560812,0.0002629521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05277077,"threshold_uncertainty_score":0.5876721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506122092563169,"score_gpt":0.4075892224083656,"score_spread":0.3425280014827339,"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."}}