{"id":"W1570699539","doi":"10.1177/229255031101900201","title":"A Geometric Analysis of Mastectomy Incisions: Optimizing Intraoperative Breast Volume","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mastectomy; Volume (thermodynamics); Breast reconstruction; Breast cancer; Surgery; Cancer; Physics","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":[0.0004484276,0.0005058496,0.0002177731,0.0006599762,0.0001446067,0.0006083773,0.0005025733,0.0002418675,0.001287922],"category_scores_gemma":[0.00143101,0.0003036124,0.0006015105,0.0003785529,0.0003267845,0.0004584591,0.0003674838,0.0002035566,0.0001912191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007404175,"about_ca_system_score_gemma":0.0007686701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001855487,"about_ca_topic_score_gemma":0.002191998,"domain_scores_codex":[0.9997879,0.00003448919,0.00001201457,0.00003200802,0.0001150807,0.00001845996],"domain_scores_gemma":[0.9993827,0.0003248875,0.0001529356,0.00004645318,0.00008069532,0.00001225172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009514239,0.00004471874,0.01048456,0.0001169803,0.00002826515,0.0001148276,0.00006450649,0.9076112,0.01830734,0.003231458,0.0003211047,0.05957999],"study_design_scores_gemma":[0.000008673482,0.0001139073,0.009393278,0.00001583473,0.00002646791,0.0003957955,0.00002615431,0.9759001,0.01110429,0.001351077,0.001640609,0.00002386203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3843211,0.0007259838,0.6075118,0.0002102872,0.00002635916,0.0001251451,0.0002625761,0.0004787305,0.006338043],"genre_scores_gemma":[0.915722,0.000483917,0.08209093,0.00002320011,0.00001263988,0.00005566372,0.0001946111,0.0001110457,0.001305864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001855487,"threshold_uncertainty_score":0.005372167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03333670217290226,"score_gpt":0.2205486390870891,"score_spread":0.1872119369141868,"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."}}