{"id":"W4402499005","doi":"10.1007/s43390-024-00966-0","title":"Intraoperative fluid management in adult spinal deformity surgery: variation analysis and association with outcomes","year":2024,"lang":"en","type":"article","venue":"Spine Deformity","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Calgary","funders":"","keywords":"Medicine; Spinal deformity; Orthopedic surgery; Spinal surgery; Surgery; Orthopedic Procedures; Variation (astronomy); Deformity","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":[0.0009442926,0.0002405242,0.000546582,0.0008228194,0.00008420862,0.00009630986,0.00004899517,0.0001272553,0.00002554679],"category_scores_gemma":[0.0002447697,0.0001785936,0.0001449733,0.001831208,0.00003416813,0.00047402,0.00003768887,0.0002625597,0.00001973266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009354847,"about_ca_system_score_gemma":0.0001068975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005345093,"about_ca_topic_score_gemma":0.002598663,"domain_scores_codex":[0.9980586,0.00007420833,0.0004824052,0.000475786,0.0005797976,0.0003291835],"domain_scores_gemma":[0.9992242,0.00006391577,0.0001261305,0.0002435635,0.0002330887,0.000109039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002270049,0.0001372212,0.8918337,0.0003596668,0.001356862,0.00009715883,0.0006179138,0.00004236154,0.00007884154,0.001323051,0.00004667883,0.1038795],"study_design_scores_gemma":[0.000867361,0.0001882532,0.9921924,0.0001607765,0.001159797,0.00002259932,0.0002657125,0.003973198,0.0007377655,0.0001713784,0.00005864958,0.0002021046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893931,0.0001146874,0.006576027,0.002248692,0.0001767207,0.0006534344,0.00002347378,0.0001386498,0.0006751739],"genre_scores_gemma":[0.9967226,0.0001151931,0.002322683,0.0002486724,0.00005929812,0.0000777134,0.000191097,0.00002110485,0.0002416765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1036774,"threshold_uncertainty_score":0.7282838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082146834362777,"score_gpt":0.2774226598185566,"score_spread":0.2666011914749288,"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."}}