{"id":"W2622146000","doi":"10.1093/neuros/nyx303","title":"Development and Validation of a Novel Adult Spinal Deformity Surgical Invasiveness Score: Analysis of 464 Patients","year":2017,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spinal deformity; Medicine; Deformity; Multivariate analysis; Multivariate statistics; Surgery; Cohort; Spinal fusion; Internal medicine; Statistics","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":[0.0001426677,0.0001109452,0.0004838997,0.0002290991,0.00008932651,0.00001762537,0.00005743611,0.0000501386,0.00001044229],"category_scores_gemma":[0.0003027487,0.00008779932,0.0001459661,0.0001786731,0.00007904683,0.00008983439,0.00006383004,0.00004469835,6.854103e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002850435,"about_ca_system_score_gemma":0.00007644041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000863933,"about_ca_topic_score_gemma":0.00001779904,"domain_scores_codex":[0.9989345,0.00001773963,0.0003941004,0.0002164832,0.0003151222,0.0001220666],"domain_scores_gemma":[0.9988777,0.00008072958,0.0003850621,0.0003203296,0.0002466693,0.00008948144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002608532,0.001214877,0.9915875,0.00008904828,0.0003299675,0.00001938159,0.00004469294,0.000006292952,0.0003245389,0.00005356688,0.000008391768,0.006060919],"study_design_scores_gemma":[0.001538674,0.0001269791,0.932642,0.0001685766,0.0005914248,0.000005922954,0.000005102584,0.00004868366,0.06475361,0.000001192372,0.00005555165,0.00006227358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995058,0.00002642281,0.000008666085,0.0000679257,0.00009900262,0.000175095,0.0000174513,0.00000585828,0.00009381314],"genre_scores_gemma":[0.9996426,0.00005790727,0.0001629554,0.00004718351,0.00001323895,0.00002362576,0.00003921422,0.000007531397,0.000005798043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06442907,"threshold_uncertainty_score":0.3580352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695763512368114,"score_gpt":0.3110849693976302,"score_spread":0.2441273342739491,"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."}}