{"id":"W1982150082","doi":"10.1097/sap.0000000000000190","title":"How Does Volume of Resection Relate to Symptom Relief for Reduction Mammaplasty Patients?","year":2014,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre","funders":"","keywords":"Medicine; Mammaplasty; Breast reduction; Surgery; Breast cancer; Breast surgery; Resection; Statistical significance; Percentile; Plastic surgery; Reduction (mathematics); 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":[0.0004441612,0.0001241793,0.0004071957,0.000367509,0.00004983724,0.000009651084,0.00003259719,0.0001381725,0.00002278301],"category_scores_gemma":[0.001475325,0.00009338844,0.0002241283,0.0002000737,0.00006839658,0.0001323686,0.00001416867,0.00008839567,0.000008468211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001418314,"about_ca_system_score_gemma":0.00004693076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002431836,"about_ca_topic_score_gemma":0.000004369541,"domain_scores_codex":[0.9988706,0.00004978496,0.000411318,0.000218349,0.0002289679,0.0002210582],"domain_scores_gemma":[0.9979934,0.0008995332,0.0003051276,0.0001728474,0.0005096291,0.0001194943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009960946,0.0006618847,0.5835014,0.001762153,0.0005412687,0.000001842365,0.0002562075,0.0001158259,0.01420171,0.0003918283,0.06100591,0.327599],"study_design_scores_gemma":[0.001359066,0.001695337,0.9256439,0.001466334,0.0002497085,0.0004267299,0.0002052098,0.0004366862,0.05891696,0.0005532716,0.008704063,0.0003427836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936369,0.00001409453,0.001649635,0.0005525065,0.003768102,0.0002440145,0.00003889343,0.00003080685,0.00006502239],"genre_scores_gemma":[0.9984854,0.00002398815,0.0001565286,0.00001557605,0.0004517697,0.00001830587,0.00007172238,0.00001884656,0.0007578043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3421425,"threshold_uncertainty_score":0.380827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575129555280305,"score_gpt":0.2575740784453906,"score_spread":0.2318227828925875,"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."}}