{"id":"W4404569970","doi":"10.48550/arxiv.2411.10569","title":"A Mechanical Model for the Failure of Reconstructive Breast Implant Surgery Due to Capsular Contracture","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association; Cancer Research Society","keywords":"Capsular contracture; Medicine; Implant; Breast implant; Surgery; Contracture; Reconstructive surgery; Breast reconstruction; Breast cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004217825,0.001008058,0.0007553681,0.0009667824,0.0004862823,0.001154318,0.00174098,0.003275935,0.004315638],"category_scores_gemma":[0.001229736,0.000587447,0.0009288914,0.0005864134,0.001328009,0.0007788516,0.001281604,0.001098293,0.0007082438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016741,"about_ca_system_score_gemma":0.0006720559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009289387,"about_ca_topic_score_gemma":0.004349573,"domain_scores_codex":[0.999707,0.00007514627,0.00001800383,0.00007686547,0.00006405132,0.0000589642],"domain_scores_gemma":[0.999518,0.0001707304,0.000147159,0.00003373818,0.00006689844,0.00006345632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007769869,0.00009144402,0.001632393,0.0001091803,0.00002941762,0.0006181416,0.0001115168,0.9554926,0.01124623,0.02695605,0.0009749982,0.002660373],"study_design_scores_gemma":[0.00001596666,0.00003762663,0.0007028914,0.000009157199,0.000009321989,0.0001000851,0.00002614389,0.9949859,0.0002395885,0.003211788,0.0006489155,0.0000127154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3902241,0.005314101,0.5119546,0.005539892,0.0005988326,0.0003069182,0.001692169,0.0005381931,0.08383122],"genre_scores_gemma":[0.9483174,0.001473156,0.008431669,0.0004161943,0.0001296212,0.0002637148,0.0002891558,0.0000928752,0.04058617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009289387,"threshold_uncertainty_score":0.01847064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04827061067265736,"score_gpt":0.1978359700635766,"score_spread":0.1495653593909193,"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."}}