{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010572,0.0001699695,0.0002193147,0.0004277634,0.001532322,0.001274726,0.000652573,0.0005080776,0.004596289],"category_scores_gemma":[0.005603565,0.0001587321,0.0004045264,0.0008458408,0.0007870252,0.0007153323,0.00153687,0.001638083,0.0002007509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007861778,"about_ca_system_score_gemma":0.01604344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6282001,"about_ca_topic_score_gemma":0.7046993,"domain_scores_codex":[0.9984029,0.0001348403,0.00007964,0.0001636755,0.0002858529,0.0009330668],"domain_scores_gemma":[0.9950048,0.000607716,0.00172004,0.00008877353,0.000776686,0.001802027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001856179,0.00006116033,0.9852887,0.00007888227,0.00002906192,0.0002285817,0.0008606954,0.0001576838,0.0002665785,0.0004340981,0.003534245,0.008874704],"study_design_scores_gemma":[0.000005294737,0.00005134957,0.9945806,0.0001151495,0.00001215268,0.0001511261,0.003213343,0.0001646406,0.00005625127,0.00007085747,0.001565271,0.00001391179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828241,0.00196339,0.0001327467,0.008094707,0.0001642242,0.00004916264,0.002649835,0.00001132923,0.004110548],"genre_scores_gemma":[0.9964734,0.0009910319,0.0001440832,0.001217437,0.00006946294,0.00002131466,0.0007977627,0.000006646554,0.0002787842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6282001,"threshold_uncertainty_score":0.747979,"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."}}