{"id":"W4408936815","doi":"10.1177/22925503251330644","title":"Commentary: The Sequence and Reconstructive Modality of Breast Cancer Treatments Affects Wait Times to Adjunctive Therapies in Patients Undergoing Mastectomy with Immediate Breast Reconstruction","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Mastectomy; Breast cancer; Breast reconstruction; Adjunctive treatment; Modality (human–computer interaction); Oncology; Surgery; General surgery; Cancer; Internal medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005445007,0.0008856631,0.001452633,0.0008837875,0.002919161,0.002004778,0.0034252,0.03195509,0.01305049],"category_scores_gemma":[0.06168381,0.0007804924,0.001601142,0.001380002,0.001633645,0.002745072,0.001319809,0.02940298,0.005664577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005036864,"about_ca_system_score_gemma":0.009698574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02054978,"about_ca_topic_score_gemma":0.03046975,"domain_scores_codex":[0.9966884,0.00101186,0.0005438247,0.0005859915,0.0007418196,0.0004280975],"domain_scores_gemma":[0.9470935,0.03644034,0.003190991,0.0005916168,0.009267098,0.003416449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001715124,0.00003392771,0.001083717,0.0003331075,0.00005385513,0.0002411871,0.0001880322,0.00007963995,0.0001036404,0.0004665685,0.9910343,0.006210445],"study_design_scores_gemma":[0.0008714586,0.0004052709,0.01016595,0.004468901,0.0007962784,0.001802621,0.003198179,0.001029473,0.0005517951,0.007844784,0.9686062,0.0002591014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009988137,0.001724035,0.00008643319,0.9189122,0.07683801,0.00001782805,0.0003643658,0.00001995999,0.001038442],"genre_scores_gemma":[0.008166398,0.001907156,0.0002648678,0.8958516,0.09094678,0.00007067937,0.0001448582,0.00003643494,0.002611341],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03195509,"threshold_uncertainty_score":0.04365826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093789529455836,"score_gpt":0.2314921327663962,"score_spread":0.2205542374718379,"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."}}