{"id":"W4405548726","doi":"10.1177/22925503241301723","title":"The Sequence and Reconstructive Modality of Breast Cancer Treatments Affects Wait Times to Adjunctive Therapies in Patients Undergoing Mastectomy with Immediate Breast Reconstruction","year":2024,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McGill University; University of British Columbia","funders":"","keywords":"Medicine; Mastectomy; Breast reconstruction; Breast cancer; Reconstructive surgery; Surgery; Adjunctive treatment; Cohort; Retrospective cohort study; Breast surgery; Cancer; Internal medicine","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":[0.0001946267,0.0002287048,0.0004030069,0.0002971638,0.00009506446,0.00004019729,0.00003419559,0.00008350882,0.00003805003],"category_scores_gemma":[0.00007822554,0.0001373391,0.00006411309,0.0004275913,0.0002862932,0.0002384957,0.00002271016,0.0001722074,0.000003831369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257076,"about_ca_system_score_gemma":0.0003419052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002390606,"about_ca_topic_score_gemma":0.0002236406,"domain_scores_codex":[0.9987277,0.00009804621,0.000292347,0.0003693959,0.0002231925,0.0002892849],"domain_scores_gemma":[0.9960988,0.003421362,0.0001207701,0.0001264352,0.0001154337,0.0001172569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001589502,0.00003716156,0.6048222,0.0001464583,0.0003496,0.00001422578,0.0002295071,0.00001139541,0.0001415314,0.00004042686,0.00001362774,0.3926044],"study_design_scores_gemma":[0.001058734,0.0001311551,0.9864154,0.002393631,0.000164075,0.008360032,0.0004885616,0.0003868015,0.0002858946,0.0001441178,0.000002498518,0.0001691419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966363,0.0002791634,0.0000262656,0.0002863913,0.002008902,0.0003577824,0.0003088899,0.0000459324,0.00005036633],"genre_scores_gemma":[0.9995201,0.0001555497,0.00008414355,0.000005098812,0.0001029409,0.00006465203,0.00002012683,0.00002332195,0.00002403219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3924353,"threshold_uncertainty_score":0.5600526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248916873896902,"score_gpt":0.2315126254913638,"score_spread":0.2190234567523948,"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."}}