{"id":"W2994813837","doi":"10.3171/2019.9.spine19711","title":"Stent screw–assisted internal fixation (SAIF): clinical report of a novel approach to stabilizing and internally fixating vertebrae destroyed by malignancy","year":2019,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Surgery; Internal fixation; Radiography; Decompression; Stent; Radiology; Retrospective cohort study; Malignancy; Percutaneous; Fixation (population genetics); Internal 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":[0.002143417,0.0002159954,0.0008950661,0.0003997345,0.00002401979,0.00004586054,0.0001622907,0.0000579963,0.00005036736],"category_scores_gemma":[0.002460488,0.0001770878,0.0003427685,0.0002903784,0.00005467509,0.0002249656,0.0001389473,0.000369791,0.000002254707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000500629,"about_ca_system_score_gemma":0.0001386816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001085549,"about_ca_topic_score_gemma":4.29146e-7,"domain_scores_codex":[0.9961005,0.000135601,0.002346693,0.0003464933,0.0008254195,0.0002452528],"domain_scores_gemma":[0.9966541,0.0001701216,0.002025417,0.0003579155,0.0004155978,0.0003768711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00259705,0.004107758,0.7527448,0.001226814,0.0006000588,0.001267514,0.0001736242,0.0001266171,0.2064732,0.00004680881,0.008061565,0.0225742],"study_design_scores_gemma":[0.006911507,0.002595366,0.9731109,0.002268266,0.0005361127,0.00360188,0.0003021284,0.006271617,0.001495923,0.000008437109,0.002613066,0.0002848343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817597,0.000166753,0.01553299,0.0007737289,0.0006418821,0.0004731775,0.00001058517,0.00001350258,0.0006276513],"genre_scores_gemma":[0.9823659,0.00003134052,0.01582527,0.0007981663,0.0001183512,0.000004149736,0.00001275691,0.00003605371,0.0008080144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.220366,"threshold_uncertainty_score":0.7221431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146465172385087,"score_gpt":0.3258816111455334,"score_spread":0.2744169594216825,"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."}}