{"id":"W4380263572","doi":"10.21037/apm-23-218","title":"A critical appraisal of the four systematic reviews and meta-analysis on stereotactic body radiation therapy versus external beam radiotherapy for painful bone metastases and where we go from here","year":2023,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Critical appraisal; Nuclear medicine; Surgery; Pathology; Alternative 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":[0.002627701,0.000350811,0.002858203,0.0003336116,0.00006948368,0.00001761516,0.0001479484,0.00005576051,0.0003173815],"category_scores_gemma":[0.007016344,0.000186687,0.0007484144,0.0006736771,0.0003215173,0.0001006142,0.0000359239,0.0001340471,0.000002474904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557774,"about_ca_system_score_gemma":0.00003210579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000708419,"about_ca_topic_score_gemma":0.00001613211,"domain_scores_codex":[0.9964513,0.0009042893,0.001125763,0.000435651,0.0008247191,0.0002583136],"domain_scores_gemma":[0.9896043,0.008457702,0.0008304397,0.0006133682,0.0003033778,0.0001907931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.02188873,0.002802352,0.02878272,0.1394155,0.7216578,0.0002098342,0.0160407,0.00006624179,0.008828891,0.008226603,0.04186132,0.01021933],"study_design_scores_gemma":[0.03484374,0.01225582,0.1538962,0.00883802,0.7597455,0.000005957401,0.006692107,0.009660193,0.002243278,0.002505548,0.008289645,0.001024024],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3936246,0.50181,0.007071863,0.08494017,0.0005559711,0.01087403,0.0009351447,0.0000819465,0.0001062732],"genre_scores_gemma":[0.9423836,0.05228863,0.001360955,0.002410079,0.0002194361,0.0007388311,0.00009837385,0.00006199979,0.0004381275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5487589,"threshold_uncertainty_score":0.8399727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2603114415458148,"score_gpt":0.4529964425984335,"score_spread":0.1926850010526187,"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."}}