{"id":"W4386757882","doi":"10.1097/sap.0000000000003664","title":"Implications of the COVID-19 Pandemic on Immediate Breast Reconstruction Access","year":2023,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Pandemic; Breast reconstruction; Coronavirus disease 2019 (COVID-19); Psychological intervention; Surgery; Retrospective cohort study; Plastic surgery; General surgery; Cancer; Internal medicine; Disease; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004273585,0.0001042119,0.0003037424,0.0003480657,0.00008019878,0.000006623112,0.00009770111,0.00009881535,0.0001173645],"category_scores_gemma":[0.0007403043,0.00007138448,0.0002437163,0.0007104905,0.0002077802,0.00008182129,0.00003750941,0.000129498,0.00002441737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002035164,"about_ca_system_score_gemma":0.0003432676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000703354,"about_ca_topic_score_gemma":0.00001477897,"domain_scores_codex":[0.9989576,0.00006399546,0.0004197806,0.0001688963,0.0001928341,0.0001968557],"domain_scores_gemma":[0.9964613,0.002694276,0.0003164688,0.0002499766,0.000138901,0.000139094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002212953,0.00004628809,0.9169144,0.0001386601,0.00009128118,0.000001694907,0.00002645169,0.00005942146,0.001026396,0.0001104985,0.009177718,0.07218589],"study_design_scores_gemma":[0.0002136897,0.00002016481,0.9920229,0.0001881694,0.0000540055,0.005678076,0.00006122771,0.00004113327,0.000743231,0.0007309277,0.0001758845,0.00007056696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952486,0.00002000278,0.00004012058,0.002244869,0.001773772,0.0001382427,0.0002364441,0.00007024836,0.0002276677],"genre_scores_gemma":[0.9992909,0.0001765752,0.000002439913,0.0002125551,0.0001773792,0.00001414459,0.00005313686,0.00001134553,0.00006155664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07510852,"threshold_uncertainty_score":0.2910974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675808607846618,"score_gpt":0.3667143157060655,"score_spread":0.1991334549214037,"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."}}