{"id":"W2146400399","doi":"10.1016/j.surg.2006.07.021","title":"Exploring quality of life for patients undergoing major surgery: The perspectives of surgeons, other healthcare professionals, and patients","year":2006,"lang":"en","type":"article","venue":"Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Health care; Health professionals; Quality of life (healthcare); Content analysis; Family medicine; Nursing; Surgery","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":[0.00373376,0.0002846697,0.001073307,0.0002683215,0.0009973955,0.000006459784,0.0001409514,0.0002297995,0.00007683784],"category_scores_gemma":[0.004008961,0.0001945265,0.0003085189,0.0003386641,0.0001636156,0.0002672164,0.0001583263,0.0004221949,0.000003666388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183715,"about_ca_system_score_gemma":0.001597768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007205026,"about_ca_topic_score_gemma":0.001405767,"domain_scores_codex":[0.9939088,0.002089099,0.002099984,0.0004541686,0.0006766968,0.0007712495],"domain_scores_gemma":[0.9767671,0.01976597,0.001562191,0.0004202774,0.001288426,0.0001960198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003968249,0.0005080727,0.9814943,0.003867018,0.00004535874,1.544657e-7,0.002409559,3.712719e-7,0.000006972719,0.002051538,0.005360294,0.003859504],"study_design_scores_gemma":[0.000700679,0.00003967262,0.9782894,0.003775141,0.00001421229,3.908315e-8,0.01491941,0.00000377786,0.00003735952,0.0008588961,0.001144893,0.0002165637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880807,0.003456834,0.00002176866,0.00459395,0.001559055,0.001541975,0.0006125867,0.00004632628,0.00008681126],"genre_scores_gemma":[0.9974166,0.0007104719,0.00007996357,0.0005359605,0.0002576174,0.0005952785,0.0001493054,0.00005953926,0.0001952727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01767687,"threshold_uncertainty_score":0.9994061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568183724371978,"score_gpt":0.4078986945855161,"score_spread":0.2510803221483183,"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."}}