{"id":"W4319437520","doi":"10.1177/22925503231152261","title":"Temporal Sequencing of Multimodal Treatment in Immediate Breast Reconstruction and Implications for Wait Times: A Regional Canadian Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cohort; Mastectomy; Breast cancer; Radiation therapy; Breast reconstruction; Multimodal therapy; Modalities; Neoadjuvant therapy; Chemotherapy; Cohort study; Surgery; Cancer; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001701736,0.0003430058,0.0003016194,0.0009191612,0.00179546,0.001113997,0.001403014,0.0006024721,0.002786405],"category_scores_gemma":[0.004295008,0.0004645824,0.0007245861,0.002731324,0.0007241626,0.0004869073,0.0008542438,0.0009704508,0.000201988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01471502,"about_ca_system_score_gemma":0.02140886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9699259,"about_ca_topic_score_gemma":0.9720157,"domain_scores_codex":[0.9985912,0.000166678,0.0001119496,0.0003019619,0.000310311,0.0005178286],"domain_scores_gemma":[0.9963539,0.0004149989,0.001580144,0.0001472809,0.0007640923,0.0007396332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000376727,0.00002362581,0.9981041,0.00001837992,0.00002139771,0.0000272669,0.0005624847,0.00003402267,0.00005419072,0.0000372382,0.0002154468,0.0008641878],"study_design_scores_gemma":[0.000004547745,0.00003308784,0.9982064,0.00002286531,0.00002006634,0.00004588734,0.001198071,0.0001654959,0.00001935884,0.00001122672,0.0002648687,0.000008058193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972031,0.0005094205,0.00008036535,0.0002443465,0.000007211716,0.00002711127,0.001233766,0.000003608718,0.0006909979],"genre_scores_gemma":[0.998853,0.0002483349,0.0001408498,0.00008817359,0.000004573428,0.00001452235,0.0004546048,0.00000336593,0.0001926663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03007406,"threshold_uncertainty_score":0.1067654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05672230178335793,"score_gpt":0.2956521151135579,"score_spread":0.2389298133301999,"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."}}