{"id":"W4389674370","doi":"10.1007/s11538-023-01236-2","title":"Models for Implant-Induced Capsular Contracture Post Breast Cancer Surgery","year":2023,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Capsular contracture; Implant; Transdifferentiation; Breast cancer; Inflammation; Immune system; Medicine; Contracture; Cancer cell; Pathology; Myofibroblast; Surgery; Cancer; Cell; Fibrosis; Biology; Breast reconstruction; Immunology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007845433,0.001131876,0.0008878231,0.001163014,0.0005993687,0.001166773,0.001707533,0.002375691,0.004533503],"category_scores_gemma":[0.002338511,0.0004461114,0.001360471,0.0005066787,0.001130356,0.001021365,0.001511289,0.001369417,0.0005316683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451144,"about_ca_system_score_gemma":0.001198303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006719497,"about_ca_topic_score_gemma":0.004776875,"domain_scores_codex":[0.9995782,0.0001717124,0.00002647744,0.00005240939,0.00008438848,0.0000868866],"domain_scores_gemma":[0.9986472,0.0005537287,0.0004296236,0.00006806285,0.0001518042,0.0001496695],"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":[0.0000793299,0.0001168148,0.001457852,0.0001353095,0.00006204393,0.000418304,0.000145459,0.7837946,0.003922371,0.204838,0.002345359,0.002684531],"study_design_scores_gemma":[0.00003854588,0.00005859249,0.0005074306,0.00002014401,0.00002336786,0.0001278438,0.00005403237,0.9661994,0.0002352238,0.03050788,0.002207991,0.0000195626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2507178,0.005453092,0.6559488,0.00917653,0.0007290543,0.0002753052,0.001861812,0.0003796291,0.07545798],"genre_scores_gemma":[0.9145161,0.002392102,0.02912456,0.0005195219,0.0002516369,0.0005775502,0.0005980103,0.0001361349,0.05188443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006719497,"threshold_uncertainty_score":0.01516604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306619066780567,"score_gpt":0.2885358196082309,"score_spread":0.2554696289404252,"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."}}