{"id":"W4388007343","doi":"10.1177/21925682231210184","title":"Surgeon Preferences Worldwide in Wound Drain Utilization in Open Lumbar Fusion Surgery for Degenerative Pathologies","year":2023,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spinal Hematomas and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Orthopedic surgery; Lumbar; Surgery; Demographics; Demography","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":[0.0008919394,0.000121201,0.0003428383,0.0002367683,0.0001267122,0.00009854281,0.000162055,0.00007222419,0.00005704529],"category_scores_gemma":[0.0004690095,0.00009975743,0.00008105701,0.001158927,0.00003245671,0.0001863409,0.0001067457,0.0001445213,0.00001301096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045051,"about_ca_system_score_gemma":0.0002851229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001204826,"about_ca_topic_score_gemma":0.001574379,"domain_scores_codex":[0.9987384,0.00007809611,0.0004804291,0.0002131179,0.000188787,0.0003011886],"domain_scores_gemma":[0.999445,0.00003620721,0.0001489689,0.0001335572,0.0001445724,0.0000916908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003251859,0.0004764514,0.8161844,0.000119135,0.00003715669,0.0002824951,0.0002680051,0.000288333,0.001688278,0.005369204,0.02817969,0.1467817],"study_design_scores_gemma":[0.0007977815,0.0001359595,0.9852452,0.0003691666,0.00001283414,0.0001700735,0.0004679447,0.001045962,0.0001539761,0.009178867,0.002313637,0.0001086213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917337,0.0004765426,0.001878405,0.003813231,0.0002314807,0.0006584197,0.00001920435,0.00003744508,0.001151523],"genre_scores_gemma":[0.996765,0.0005860571,0.001779678,0.0002135082,0.000120596,0.0001202485,0.00009655198,0.000008860124,0.0003095565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1690608,"threshold_uncertainty_score":0.406799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1438954011882564,"score_gpt":0.3998692419230823,"score_spread":0.2559738407348259,"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."}}