{"id":"W2806067516","doi":"10.1177/2513826x18769432","title":"Beyond Surgical Site Bleeding","year":2018,"lang":"en","type":"article","venue":"Plastic Surgery Case Studies","topic":"Inflammatory mediators and NSAID effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Bleed; Nonsteroidal; Surgery; Resuscitation; Blood transfusion; Duodenum; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006307766,0.0002253304,0.0006331843,0.0002046314,0.0002953973,0.00001412328,0.00002241007,0.00007669143,0.0002164629],"category_scores_gemma":[0.00243248,0.000170573,0.0001594827,0.000267856,0.0003594969,0.00007202402,0.00007245456,0.0001515905,0.0004841405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006654384,"about_ca_system_score_gemma":0.00007925247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001052965,"about_ca_topic_score_gemma":0.00002074151,"domain_scores_codex":[0.9985726,0.00005677697,0.0003415212,0.0002992673,0.0002856394,0.0004441645],"domain_scores_gemma":[0.9920552,0.007210878,0.00008105866,0.0001776279,0.0002639565,0.0002112276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.00164606,0.000284602,0.4611279,0.001297654,0.001754336,0.3851896,0.004751124,0.000002429028,0.002278475,0.0004635149,0.1302699,0.01093442],"study_design_scores_gemma":[0.01504324,0.004744701,0.09020023,0.005672254,0.006017235,0.4523872,0.01208827,0.003553038,0.07268131,0.000768574,0.3314703,0.005373714],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925979,0.001342187,0.00001743749,0.00009855308,0.00401429,0.0001298453,0.000009094977,0.0001294345,0.001661247],"genre_scores_gemma":[0.9963174,0.0001516492,0.00007005268,0.0001141855,0.003044942,0.00002673473,0.000006793329,0.00002687171,0.0002413413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3709277,"threshold_uncertainty_score":0.6955765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059427136050984,"score_gpt":0.2993216047961452,"score_spread":0.2687273334356354,"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."}}