{"id":"W4283640661","doi":"10.1016/s1470-2045(22)00126-7","title":"Systemic considerations for the surgical treatment of spinal metastatic disease: a scoping literature review","year":2022,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network; Health Sciences Centre; Vancouver General Hospital; University of British Columbia; McGill University; Montreal General Hospital; University of Saskatchewan; Université de Montréal; Université de Sherbrooke; University of Toronto; Dalhousie University","funders":"National Cancer Institute","keywords":"Medicine; Disease; Internal medicine; CINAHL; MEDLINE; Intensive care medicine; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.004945268,0.0008880291,0.002529411,0.008040559,0.00083464,0.003359952,0.001499488,0.002472363,0.00363437],"category_scores_gemma":[0.02529773,0.0006012042,0.002138142,0.009753645,0.001530715,0.002311483,0.001363603,0.002382881,0.0005227184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002756201,"about_ca_system_score_gemma":0.008795302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00909526,"about_ca_topic_score_gemma":0.02096712,"domain_scores_codex":[0.9974884,0.0006714267,0.0008967579,0.0002194862,0.0006261973,0.00009780271],"domain_scores_gemma":[0.9758931,0.01906757,0.003222201,0.0001537968,0.00141427,0.0002491426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001729658,0.00006554613,0.002001799,0.343979,0.001879095,0.0007278768,0.0006189872,0.0007065923,0.0004444928,0.004426308,0.03195867,0.6130186],"study_design_scores_gemma":[0.00005980342,0.00007743455,0.003415393,0.7911017,0.005050964,0.001906397,0.0007362898,0.0001752471,0.0001664987,0.002272159,0.1949815,0.0000566599],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001181366,0.9984339,0.00005645025,0.0008370924,0.0001234525,0.000009216612,0.00002148103,0.000002117786,0.0003982177],"genre_scores_gemma":[0.001649516,0.9972631,0.000185364,0.0006384017,0.0001635248,0.0000146744,0.0000300121,0.000001769646,0.00005366952],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00909526,"threshold_uncertainty_score":0.02615339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290347138779802,"score_gpt":0.4208589071243642,"score_spread":0.291824193246384,"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."}}