{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001693218,0.0002286836,0.0004824028,0.0003361875,0.00009843195,0.00001687866,0.00004365116,0.00007747865,0.00004336816],"category_scores_gemma":[0.00006004059,0.0001445033,0.00005688423,0.0004604908,0.0003089127,0.0001781023,0.00003443347,0.0001626242,0.000001101555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002484092,"about_ca_system_score_gemma":0.000233985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000684168,"about_ca_topic_score_gemma":0.0003600086,"domain_scores_codex":[0.9988033,0.0001393017,0.0002956769,0.0003260842,0.0001787148,0.0002569181],"domain_scores_gemma":[0.9969904,0.002470937,0.00017849,0.0001532544,0.0001227266,0.00008416073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002259876,0.00008592315,0.8093305,0.0001011778,0.000396323,0.000004064916,0.0001967179,0.00001461452,0.00009272414,0.00002258588,0.00005757946,0.187438],"study_design_scores_gemma":[0.002243913,0.00009983229,0.992323,0.001746657,0.0002084147,0.001934861,0.0007047228,0.0001276879,0.0003590955,0.0001108709,0.000001881615,0.0001390382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963711,0.00007273733,0.00003276788,0.001407141,0.001214057,0.0004848687,0.0003340125,0.00002451223,0.00005879884],"genre_scores_gemma":[0.9995761,0.00005574031,0.0001082755,0.00007619718,0.000051922,0.00007005186,0.00003521585,0.00001341483,0.00001307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1872989,"threshold_uncertainty_score":0.5892674,"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."}}