{"id":"W4403937106","doi":"10.1097/brs.0000000000005203","title":"Is Frailty Discouraging Surgeons From Performing Thoracolumbar Fusion?","year":2024,"lang":"en","type":"article","venue":"Spine","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Retrospective cohort study; Pneumonia; Geriatric trauma; Internal medicine; Adverse effect; Cohort study; Cohort; Surgery; Injury Severity Score; Emergency medicine; Poison control; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00178706,0.0002409889,0.0004774736,0.0008497018,0.0005868025,0.0009148415,0.0003999029,0.0007591593,0.001871754],"category_scores_gemma":[0.005022227,0.000305713,0.0006749517,0.001161485,0.0005670346,0.0006633856,0.000537334,0.0005519036,0.0002251053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003991427,"about_ca_system_score_gemma":0.0007481838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074079,"about_ca_topic_score_gemma":0.00446582,"domain_scores_codex":[0.9990779,0.0001855962,0.000140521,0.0002581925,0.0001497655,0.0001880291],"domain_scores_gemma":[0.9961578,0.0005235701,0.002431939,0.0002523681,0.0002267862,0.0004075592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001593724,0.00002608436,0.9987104,0.00001723834,0.00004373498,0.00007166262,0.00005473128,0.000007817132,0.00003546948,0.00001817588,0.00008012275,0.0007751738],"study_design_scores_gemma":[0.00002856633,0.000316438,0.9979858,0.00004259835,0.00007862632,0.0006290211,0.0004291143,0.00009185303,0.00002223772,0.00007007323,0.0002978974,0.000007717113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984283,0.0006498179,0.0001063628,0.0001335755,0.00001727894,0.00001952252,0.0003151922,0.000001969808,0.0003280486],"genre_scores_gemma":[0.9993669,0.0001607971,0.00004488487,0.00007793868,0.00002486501,0.00001497806,0.0002483298,0.000001183704,0.00006003189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003074079,"threshold_uncertainty_score":0.009451032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02712333494510301,"score_gpt":0.334834954321561,"score_spread":0.307711619376458,"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."}}