{"id":"W4415544454","doi":"10.1177/22925503251386770","title":"The Impact of Breast Reduction Practice Variation in Hamilton, Ontario: A Cost Analysis","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Health care; Christian ministry; Clinical Practice; Cost analysis; Patient care; Cost–benefit analysis; Breast reduction; Nursing practice; Schedule","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007957779,0.00007882129,0.0002748682,0.0003208133,0.00005424855,0.00002037873,0.00003923395,0.00004920138,0.00005293417],"category_scores_gemma":[0.003448565,0.00005497021,0.0001868051,0.001430153,0.00003445937,0.0001409789,0.00001118253,0.0001440952,0.000003322352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005898854,"about_ca_system_score_gemma":0.0007462376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1196504,"about_ca_topic_score_gemma":0.01420134,"domain_scores_codex":[0.9990638,0.00007620009,0.0003394544,0.0001458888,0.0002113654,0.0001632921],"domain_scores_gemma":[0.9939221,0.005465871,0.0001654344,0.0001867295,0.0002183004,0.00004153524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002752677,0.0001631212,0.9783067,0.00002267293,0.001459001,0.00003026721,0.0009663407,0.005683509,0.0008965731,0.0000849994,0.003735428,0.005898705],"study_design_scores_gemma":[0.0001892308,0.00002399819,0.9957261,0.0001371489,0.0006468239,0.0000688798,0.0002333113,0.002536923,0.00003138854,0.00002310723,0.000340029,0.00004302652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963411,0.0001539867,0.0014873,0.0003249125,0.0005747577,0.0001096451,0.000006519993,0.00001193747,0.0009898524],"genre_scores_gemma":[0.999721,0.0000450452,0.0000508296,0.00001754205,0.00003680049,0.00001478154,0.00001700392,0.000002990286,0.00009402576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054491,"threshold_uncertainty_score":0.8862119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775361654593742,"score_gpt":0.3450436346531019,"score_spread":0.3072900181071645,"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."}}