{"id":"W123315751","doi":"10.1177/229255030801600110","title":"Predicting Breast Reduction Weight Using the Mass of Breast Ptosis","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign","keywords":"Medicine; Breast reduction; Mammaplasty; Inframammary fold; Surgery; Breast pain; Breast surgery; Ptosis; Weight loss; Reduction (mathematics); Mann–Whitney U test; Breast cancer; Internal medicine; Obesity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005542292,0.0006614292,0.00024546,0.001062395,0.0001076206,0.000300986,0.0002461803,0.0002806058,0.001646134],"category_scores_gemma":[0.003847212,0.0001695371,0.0002180857,0.0003001244,0.0003046673,0.0003673315,0.0004002351,0.0002454682,0.0004910195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285166,"about_ca_system_score_gemma":0.000145275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002987558,"about_ca_topic_score_gemma":0.0004232385,"domain_scores_codex":[0.9996969,0.00009848578,0.00003649239,0.00004198839,0.0001093045,0.00001693429],"domain_scores_gemma":[0.9986967,0.0006270242,0.0004043645,0.00006281173,0.0001211075,0.0000880981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007649601,0.00008225163,0.8981031,0.00009505626,0.00005842991,0.000334332,0.0001076351,0.00447078,0.01921151,0.0001114046,0.0002768973,0.07638379],"study_design_scores_gemma":[0.00006888605,0.002222273,0.9238602,0.00005112648,0.0001114188,0.009181771,0.0002732977,0.03997206,0.02246049,0.0005446711,0.001197567,0.00005626455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745239,0.0004366721,0.02282866,0.00006764964,0.00002538486,0.0000763792,0.0001469452,0.0001687459,0.001725667],"genre_scores_gemma":[0.9922948,0.00009815489,0.007320292,0.000009834327,0.00001314639,0.00002359686,0.00007772463,0.000006862613,0.0001556783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001646134,"threshold_uncertainty_score":0.005506873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600288209650425,"score_gpt":0.211506598354469,"score_spread":0.1855037162579647,"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."}}