{"id":"W4393852735","doi":"10.5435/jaaosglobal-d-23-00174","title":"The Relationship Between Preoperative International Normalized Ratio and Postoperative Major Bleeding in Total Shoulder Arthroplasty","year":2024,"lang":"en","type":"article","venue":"JAAOS Global Research and Reviews","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Logistic regression; Arthroplasty; Surgery; Complication; Cohort; Internal medicine","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":[0.0009477703,0.0002246172,0.0002640734,0.0006558982,0.0001415812,0.0006704672,0.0003233628,0.0003011979,0.001479154],"category_scores_gemma":[0.005809606,0.0001290742,0.0004124549,0.0008829487,0.0002803718,0.0003883028,0.0002544959,0.0005446507,0.0001653935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003850601,"about_ca_system_score_gemma":0.0004577453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941019,"about_ca_topic_score_gemma":0.001458286,"domain_scores_codex":[0.999233,0.0002001469,0.0001617016,0.0001313179,0.0001864114,0.00008752578],"domain_scores_gemma":[0.9951844,0.0009742102,0.003084129,0.0001312087,0.0003151221,0.0003109875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001827829,0.0000191964,0.9969296,0.00003308263,0.00006975071,0.00004016493,0.000009828836,0.00006053075,0.00006947116,0.00001604487,0.0000839787,0.00248554],"study_design_scores_gemma":[0.0000105929,0.0001415177,0.9983574,0.0000177914,0.00006859913,0.0005897249,0.00003841507,0.0003488539,0.0001075505,0.0000506438,0.00026322,0.000005606621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953957,0.003003148,0.0002569661,0.0002273458,0.00003146843,0.000006657233,0.0005099681,0.00001155782,0.0005572072],"genre_scores_gemma":[0.9991836,0.0003210492,0.0001420153,0.00003301648,0.00002552729,0.00000351185,0.0002314173,0.000001214427,0.00005876031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001941019,"threshold_uncertainty_score":0.005012393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436262254916959,"score_gpt":0.4656151380639082,"score_spread":0.3219889125722123,"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."}}