{"id":"W4413117420","doi":"10.1177/22925503251334564","title":"Commentary on: 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":"North York General Hospital; University of Toronto","funders":"","keywords":"Medicine; Mastectomy; Breast cancer; Breast reconstruction; Adjunctive treatment; Surgery; Modality (human–computer interaction); General surgery; Cancer; Internal medicine","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":[0.004863414,0.001231975,0.002165938,0.001297001,0.003387031,0.002344897,0.004004287,0.04175115,0.01698351],"category_scores_gemma":[0.0543514,0.000908923,0.002234996,0.00169404,0.001902413,0.002768358,0.002043583,0.03442758,0.007068814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00563611,"about_ca_system_score_gemma":0.01060292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02258668,"about_ca_topic_score_gemma":0.0313396,"domain_scores_codex":[0.9967892,0.0009437161,0.0005366318,0.0004686028,0.0007846711,0.0004771873],"domain_scores_gemma":[0.9631121,0.02401614,0.002008045,0.0004925706,0.007302842,0.003068287],"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":[0.0001023981,0.00001873148,0.000485607,0.0001389522,0.00002493538,0.0001676841,0.00009868128,0.00004824676,0.00005426122,0.0003858215,0.9951978,0.003276816],"study_design_scores_gemma":[0.0007194177,0.0002718924,0.005178086,0.00272618,0.0004769262,0.001002405,0.002100555,0.000722684,0.0003665956,0.007016211,0.9792106,0.0002085073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004554246,0.00107531,0.00007585688,0.9031532,0.09389418,0.00002457066,0.0002980981,0.0000199822,0.001003248],"genre_scores_gemma":[0.00305913,0.001112612,0.0001769911,0.9126135,0.08020212,0.0000793819,0.0001201724,0.00002887599,0.002607278],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04175115,"threshold_uncertainty_score":0.05681551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260442351992178,"score_gpt":0.2304824361023317,"score_spread":0.2178780125824099,"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."}}