{"id":"W4283831977","doi":"10.1097/sla.0000000000005478","title":"The Impact of Psychiatric Diagnoses on Patient-reported Satisfaction and Quality of Life in Postmastectomy Breast Reconstruction","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Cancer Institute","keywords":"Medicine; Patient satisfaction; Quality of life (healthcare); Medical diagnosis; Breast reconstruction; Psychiatry; Mastectomy; Breast cancer; Surgery; Internal medicine; Radiology; Nursing; Cancer","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":[0.000693506,0.00008776134,0.0003937838,0.0003403038,0.00006527403,0.00000274843,0.00001793505,0.00004433181,0.00005280032],"category_scores_gemma":[0.000143582,0.00006196139,0.0001841887,0.0003795151,0.0001042212,0.00007209458,0.00001719144,0.0001424409,1.783457e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000180894,"about_ca_system_score_gemma":0.0001700612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479167,"about_ca_topic_score_gemma":0.00005308721,"domain_scores_codex":[0.9985611,0.0001873518,0.0007728967,0.0001244512,0.0002315265,0.0001227003],"domain_scores_gemma":[0.9982584,0.0005956715,0.0008107366,0.0001510292,0.0001307871,0.00005333493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001416321,0.00009279448,0.6793466,0.0000470391,0.00008048208,9.291446e-7,0.00003975778,0.00001467745,0.0004738232,0.00001204508,0.0001319321,0.3183436],"study_design_scores_gemma":[0.0003954805,0.0002157744,0.9958119,0.00006619829,0.00001521714,0.002272359,0.0004422691,0.000009900977,0.0006105618,0.0001030261,0.000003196725,0.00005416218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985115,0.0004821674,4.130528e-7,0.0002821468,0.0003653939,0.0001723499,0.00009031636,0.000008008591,0.0000876996],"genre_scores_gemma":[0.9995767,0.0003401284,0.000007872945,0.00001276152,0.0000307836,0.000009231199,0.00001289132,0.000006599552,0.000003004309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3182894,"threshold_uncertainty_score":0.5259483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186457525934004,"score_gpt":0.3426881724472677,"score_spread":0.2240424198538672,"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."}}