{"id":"W4386641184","doi":"10.1111/anae.16112","title":"Abstracts","year":2023,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Institute of Academic Anaesthesia","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001728792,0.00005747694,0.0001206235,0.0001126054,0.00003024877,0.000006154206,0.00003012066,0.00004649119,0.00006361277],"category_scores_gemma":[0.00002853522,0.00004893745,0.00009714771,0.0002283447,0.00003857891,0.0000411667,0.000008099608,0.00006874645,0.0007207218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001035931,"about_ca_system_score_gemma":0.00002925042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001474034,"about_ca_topic_score_gemma":0.000001009095,"domain_scores_codex":[0.9995624,0.00001085086,0.0001010396,0.0001134939,0.00007474688,0.0001374077],"domain_scores_gemma":[0.9997153,0.00001038159,0.00002068898,0.0001731739,0.00002617662,0.00005431609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004453386,0.0000617349,0.1246768,0.00005432228,0.0001020482,0.00129019,0.0001107389,0.00000163268,0.03132859,0.00272666,0.04214446,0.7974584],"study_design_scores_gemma":[0.0002008113,0.00008649289,0.6888012,0.00004952726,0.0000282016,0.0002995639,0.00005847373,0.000008405679,0.07654628,0.001192921,0.2326191,0.0001090682],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818299,0.00006730232,0.00002583804,0.0005508527,0.00003671589,0.000109837,4.803779e-7,0.0004531975,0.01692587],"genre_scores_gemma":[0.9974156,0.0002280256,0.0006968045,0.0003583715,0.00004134245,0.000009794221,0.00001364189,0.0000125183,0.00122392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7973493,"threshold_uncertainty_score":0.9263662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196145775288488,"score_gpt":0.2742852467387852,"score_spread":0.2546706692099364,"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."}}