{"id":"W4214597023","doi":"10.3390/curroncol29030121","title":"Complication Avoidance in Surgical Management of Vertebral Column Tumors","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Complication; Surgery; Vertebrectomy; Cerebrospinal fluid leak; Dissection (medical); Leak; Cerebrospinal fluid; Resection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005092279,0.0004878404,0.0008633988,0.002050984,0.0002788797,0.0007690188,0.0006454124,0.000665251,0.00217036],"category_scores_gemma":[0.001247526,0.0001693881,0.0005722566,0.001289114,0.0003554362,0.0008161343,0.000464758,0.001035136,0.0006168393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004007703,"about_ca_system_score_gemma":0.001098138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099646,"about_ca_topic_score_gemma":0.002384314,"domain_scores_codex":[0.9997523,0.00005344341,0.00005359857,0.00003255653,0.00009095514,0.00001707913],"domain_scores_gemma":[0.9995593,0.0002604256,0.00007499257,0.000008330577,0.00007835976,0.00001856356],"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":[0.00004709071,0.00004624644,0.0002740629,0.03424293,0.0001244592,0.0002179505,0.00009550872,0.0002311941,0.0006100416,0.001494728,0.01188677,0.950729],"study_design_scores_gemma":[0.00003316861,0.0002747052,0.003526871,0.0330488,0.0005099197,0.005134174,0.0002615091,0.0001982936,0.000737025,0.002843762,0.9533926,0.00003919661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001935936,0.9986285,0.0001042866,0.0001753545,0.0001084266,0.000005885373,0.00001145792,0.000004776659,0.0007678284],"genre_scores_gemma":[0.001113304,0.998271,0.0002189463,0.0001410072,0.00009290384,0.000005326378,0.00001973115,0.000001279503,0.0001364292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00217036,"threshold_uncertainty_score":0.007260561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2567285505452134,"score_gpt":0.4857113270504353,"score_spread":0.228982776505222,"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."}}