{"id":"W4395665915","doi":"10.1503/cjs.003823","title":"Geographic variation in breast reconstruction surgery after mastectomy for females with breast cancer in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Medicine; Mastectomy; Breast cancer; Breast reconstruction; General surgery; Breast surgery; Geographic variation; Variation (astronomy); Cancer; Demography; Internal medicine; Environmental health; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000659476,0.0002112924,0.0002074821,0.001407683,0.001279828,0.0006938197,0.0009448674,0.0002293227,0.001920314],"category_scores_gemma":[0.002036415,0.0001641369,0.0003910062,0.003109175,0.0006165804,0.0001527283,0.000606007,0.0003102287,0.0001320572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01445083,"about_ca_system_score_gemma":0.01320756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9889919,"about_ca_topic_score_gemma":0.9940508,"domain_scores_codex":[0.9990628,0.00009145262,0.0000584211,0.0001728505,0.0003617684,0.0002525468],"domain_scores_gemma":[0.9983639,0.0001735248,0.0004632767,0.00005261408,0.0006028249,0.0003437964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003619522,0.000008055638,0.9932112,0.00003524822,0.00004800437,0.00009251505,0.0004640355,0.0002232993,0.0001491373,0.0001234902,0.001402247,0.004206613],"study_design_scores_gemma":[0.000002953129,0.000006740044,0.9977747,0.00003528925,0.00001702817,0.00009935149,0.000874442,0.0001555696,0.000027113,0.00002019678,0.0009809867,0.000005660594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863093,0.002649373,0.0003923455,0.0008873726,0.00003612566,0.0000443845,0.005624176,0.00002587503,0.004031024],"genre_scores_gemma":[0.9966514,0.0007056826,0.0002515047,0.00008837354,0.00000790247,0.0000112778,0.001586993,0.000005136555,0.0006916811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445083,"threshold_uncertainty_score":0.1048486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314444845472763,"score_gpt":0.2072492329096481,"score_spread":0.1941047844549205,"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."}}