{"id":"W4396855201","doi":"10.1016/j.jaad.2024.01.097","title":"Part 2: Management of intraoperative and perioperative bleeding","year":2024,"lang":"en","type":"review","venue":"Journal of the American Academy of Dermatology","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Perioperative; MEDLINE; Surgery; General surgery; Anesthesia","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":[0.000277948,0.0002725821,0.003367476,0.0002393672,0.0000365766,0.000008996686,0.0002568959,0.000163007,0.00002132166],"category_scores_gemma":[0.0000459906,0.000126304,0.0006800573,0.0004924598,0.00097103,0.00004142291,0.0001924451,0.001160627,0.000002932018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005139597,"about_ca_system_score_gemma":0.0001328521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001424166,"about_ca_topic_score_gemma":4.553621e-8,"domain_scores_codex":[0.9976217,0.0003063963,0.001405579,0.0001747616,0.0002945786,0.0001969847],"domain_scores_gemma":[0.9977608,0.0001797205,0.001753435,0.0001050031,0.00007833495,0.0001226778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001136095,0.0001268325,0.00009832475,0.0295461,0.006686582,0.0005409074,0.0005902351,9.040665e-7,0.00004784823,0.003722205,0.004388675,0.9541378],"study_design_scores_gemma":[0.0003041431,0.0001731688,0.00002836563,0.02339255,0.00477597,0.01304553,0.0007220661,0.000009513234,0.0001176236,0.0000334878,0.9572752,0.0001223694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002088539,0.9909426,0.000006189006,0.005709827,0.0001535303,0.0003416688,0.00001697897,0.000003614959,0.0007370514],"genre_scores_gemma":[0.004022819,0.994984,0.0003445357,0.000241008,0.0001097814,0.000005110339,9.386508e-7,0.00002574312,0.0002660271],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9540154,"threshold_uncertainty_score":0.5150526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05547821156532189,"score_gpt":0.4013566173709026,"score_spread":0.3458784058055807,"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."}}