{"id":"W2073188305","doi":"10.1055/s-2004-831908","title":"Vertical Breast Reduction","year":2004,"lang":"en","type":"article","venue":"Seminars in Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre","funders":"","keywords":"Medicine; Breast reduction; Reduction (mathematics); Learning curve; Resection; Popularity; Breast surgery; Surgery; General surgery; Breast cancer; Plastic surgery; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003197689,0.0005281065,0.0003109459,0.0008404524,0.0006452309,0.0005234563,0.0004330072,0.000553248,0.03762141],"category_scores_gemma":[0.0008791914,0.0001782477,0.0006237725,0.0004258083,0.0005450982,0.0006427434,0.001242369,0.0009111293,0.004909334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004954,"about_ca_system_score_gemma":0.0004494296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006953723,"about_ca_topic_score_gemma":0.001344115,"domain_scores_codex":[0.9996361,0.0000194324,0.00001618334,0.0000612101,0.000187324,0.0000798117],"domain_scores_gemma":[0.999823,0.00004619487,0.00003688712,0.00002290319,0.00002442766,0.00004661533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002760275,0.00009849574,0.002964288,0.0005329924,0.00005102125,0.002077224,0.0001040241,0.0005831026,0.02532352,0.00778363,0.02306432,0.9371412],"study_design_scores_gemma":[0.0001786986,0.002713454,0.04328342,0.00114442,0.0001136389,0.3086952,0.0003828615,0.00195115,0.02094918,0.010454,0.6100291,0.0001048424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1955986,0.1069692,0.2326158,0.008144864,0.007809419,0.0004185681,0.001225609,0.004141431,0.4430764],"genre_scores_gemma":[0.7044557,0.04705171,0.0558046,0.004535231,0.002219896,0.0001508817,0.001093118,0.0005068865,0.184182],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03762141,"threshold_uncertainty_score":0.1258562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323775324271423,"score_gpt":0.2385756842112546,"score_spread":0.2253379309685403,"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."}}