{"id":"W2117495551","doi":"10.1177/229255030501300105","title":"Can Reduction Mammoplasty Patients Be Promised a Particular Size Postoperatively?","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"","keywords":"Reduction Mammoplasty; Medicine; Reduction (mathematics); Surgery; Mammoplasty; General surgery; Internal medicine; Cancer; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002221808,0.0001347259,0.0003370186,0.0003252352,0.0001151729,0.00002928708,0.00003751593,0.00009554251,0.0003907336],"category_scores_gemma":[0.0007901503,0.0001091676,0.0001813995,0.0001707871,0.0000973733,0.0001510175,0.000002659172,0.0002404284,0.00001242933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644924,"about_ca_system_score_gemma":0.002226538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004025509,"about_ca_topic_score_gemma":0.002021423,"domain_scores_codex":[0.9988405,0.00005746478,0.0004693881,0.0001161968,0.0002025462,0.0003139123],"domain_scores_gemma":[0.9981629,0.0003147776,0.0002275986,0.00008033877,0.0003414858,0.0008729055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009396431,0.0002181288,0.8130878,0.00009040337,0.0006435165,0.0005501165,0.001123153,0.0002452228,0.002251866,0.00003516646,0.03315814,0.1476569],"study_design_scores_gemma":[0.002970349,0.000337318,0.9161407,0.00063835,0.0005197638,0.06469229,0.000470306,0.0001530465,0.00329378,0.0000185074,0.01038652,0.0003790398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954542,0.00007940783,0.00001039291,0.001507384,0.002715425,0.0001076542,0.00003699541,0.000007380366,0.00008114767],"genre_scores_gemma":[0.9987611,0.000005154705,0.0001730252,0.00008763272,0.0007508731,0.000002319493,0.00001641264,0.00001613769,0.0001873828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1472779,"threshold_uncertainty_score":0.4451727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499196225271015,"score_gpt":0.209015617023902,"score_spread":0.1940236547711918,"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."}}