{"id":"W4284687879","doi":"10.1097/brs.0000000000004407","title":"The Additional Economic Burden of Frailty in Adult Cervical Deformity Patients Undergoing Surgical Intervention","year":2022,"lang":"en","type":"article","venue":"Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cohort; Retrospective cohort study; Comorbidity; Kyphosis; Minimal clinically important difference; Deformity; Surgery; Physical therapy; Radiography; Internal medicine; Randomized controlled trial","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":[0.0005657161,0.0001744495,0.0003500983,0.0008481854,0.0003080892,0.0006049561,0.0002254813,0.0003386443,0.001993062],"category_scores_gemma":[0.003167177,0.0001108284,0.0003769653,0.001088455,0.0002570611,0.0003524892,0.0005263075,0.0004480251,0.0001553883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004112568,"about_ca_system_score_gemma":0.000374881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379717,"about_ca_topic_score_gemma":0.004552022,"domain_scores_codex":[0.9996499,0.00007653522,0.00005925779,0.00005179777,0.00008926301,0.00007332226],"domain_scores_gemma":[0.9981078,0.0003298296,0.001114468,0.0000763002,0.0001483824,0.000223166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008704742,0.00001605416,0.9976251,0.00001616074,0.00003592508,0.00007962251,0.000025454,0.00004676772,0.00003100242,0.00001742221,0.000102035,0.001917404],"study_design_scores_gemma":[0.000004650359,0.00008751559,0.9991452,0.0000145039,0.00002022184,0.0003417871,0.00006792672,0.0001492819,0.00001338854,0.00002888679,0.0001239144,0.000002811237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987306,0.0003267514,0.00003880556,0.0000707416,0.000003631102,0.000006066391,0.0005374363,7.998335e-7,0.0002852655],"genre_scores_gemma":[0.9991454,0.0001643823,0.00003970415,0.00001848977,0.00001254459,0.000006520273,0.0005636252,5.232552e-7,0.00004895912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003379717,"threshold_uncertainty_score":0.006720066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552181475196715,"score_gpt":0.2808281073240244,"score_spread":0.2653062925720572,"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."}}