{"id":"W4296923786","doi":"10.2196/39907","title":"Definition and Classification of Postoperative Complications After Cardiac Surgery: Pilot Delphi Study","year":2022,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Strathclyde","keywords":"Medicine; Cardiac surgery; Delphi method; Complication; Thematic analysis; Delphi; Surgery; General surgery; Intensive care medicine; Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007307265,0.0002151368,0.001061822,0.0002343033,0.0002890509,0.00001103012,0.00005659547,0.00003107828,0.0006048054],"category_scores_gemma":[0.0001788829,0.0001613945,0.000152769,0.0004339859,0.0003580518,0.00007988497,0.00006153763,0.0002541282,0.000009351001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114244,"about_ca_system_score_gemma":0.0001142782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000826681,"about_ca_topic_score_gemma":0.00001421029,"domain_scores_codex":[0.9977759,0.0006020081,0.0005136498,0.0003845649,0.0005438446,0.0001800263],"domain_scores_gemma":[0.9984459,0.0006595983,0.0001192363,0.0003386885,0.0002885538,0.000148077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002472373,0.002174536,0.9110274,0.0000949594,0.0004914982,0.0001440652,0.03342636,0.000002493782,0.02643523,0.01832107,0.002556465,0.002853595],"study_design_scores_gemma":[0.001328447,0.002760434,0.9459682,0.00004460963,0.0001774828,0.0000883069,0.0155395,0.00003197326,0.00004389436,0.00001337466,0.03384412,0.0001596694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726545,0.0008502202,0.00003926972,0.01290088,0.0001210523,0.00200413,0.00007440344,0.00004283766,0.01131277],"genre_scores_gemma":[0.9955713,0.00007442073,0.0001089691,0.001366412,0.00007088733,0.001930371,0.0002408591,0.00002430986,0.0006125179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03494083,"threshold_uncertainty_score":0.6622195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07430423869498659,"score_gpt":0.3275675397149981,"score_spread":0.2532633010200115,"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."}}