{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001644968,0.000232724,0.0004596359,0.0003462467,0.00009487119,0.0000149485,0.00004142495,0.00007652185,0.00006334591],"category_scores_gemma":[0.00007069862,0.0001447719,0.00005681681,0.0004168852,0.0002716275,0.0001395582,0.00002889851,0.0001756024,0.000001615489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002503981,"about_ca_system_score_gemma":0.0002044088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003637749,"about_ca_topic_score_gemma":0.0001793978,"domain_scores_codex":[0.9988158,0.000145553,0.0002784473,0.0003300101,0.0001864312,0.0002437481],"domain_scores_gemma":[0.995931,0.003558795,0.0001646646,0.0001575904,0.0001062892,0.00008165956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0030958,0.0001192299,0.838885,0.00009403323,0.0004173405,0.000005747418,0.0001633471,0.00001880612,0.00008265962,0.0000468463,0.0001283535,0.1569428],"study_design_scores_gemma":[0.001990357,0.0001462848,0.9924952,0.002403458,0.0001543691,0.00127659,0.0006162958,0.0001167104,0.0005250598,0.0001315648,0.000001618723,0.0001425036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955977,0.0000414,0.00001891815,0.002269488,0.001130404,0.000483042,0.000339553,0.00002328105,0.00009623681],"genre_scores_gemma":[0.9995461,0.00004152741,0.00006853521,0.0001551878,0.00005827266,0.00007548562,0.00002880291,0.00001329853,0.00001280557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1568003,"threshold_uncertainty_score":0.5903628,"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."}}