{"id":"W4396889235","doi":"10.1097/gox.0000000000005802","title":"Implant Texture and Capsular Contracture: A Review of Cellular and Molecular Pathways","year":2024,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Implant; Capsular contracture; Myofibroblast; Fibroblast; Medicine; Inflammation; Extracellular matrix; Tumor necrosis factor alpha; Chemistry; Pathology; Bioinformatics; Cell biology; Biology; Surgery; Fibrosis; Internal medicine; Biochemistry; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006261564,0.0008368044,0.004948555,0.0002433525,0.00007266607,0.0001100374,0.0002070306,0.0005799364,0.0001515958],"category_scores_gemma":[0.000331015,0.0005796463,0.0006535723,0.0005265666,0.0004685542,0.0001611812,0.000355011,0.00069844,0.00003952808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622532,"about_ca_system_score_gemma":0.001263705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007024698,"about_ca_topic_score_gemma":0.000005075209,"domain_scores_codex":[0.9966049,0.0002723787,0.001376995,0.000951318,0.0003368837,0.0004575251],"domain_scores_gemma":[0.9974619,0.0007595932,0.0008009537,0.0003945662,0.0001798357,0.0004032016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005392141,0.00002633294,0.00006004092,0.1306175,0.001181555,0.000923124,0.000006380435,7.213784e-9,0.000006725393,0.0008609423,0.0009885785,0.8652749],"study_design_scores_gemma":[0.0004807035,0.0001012719,0.0000406969,0.3974232,0.01282126,0.3876334,0.00004193942,0.000005875988,0.00001692231,0.0008483966,0.1997953,0.000791094],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000712282,0.9926804,0.00007205296,0.00004324146,0.00180001,0.002280602,0.001594246,0.00004142302,0.0007757167],"genre_scores_gemma":[0.0004792243,0.998254,0.0003624394,0.00007940241,0.0001486629,0.00008625036,0.0005129086,0.00005777958,0.00001932743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8644838,"threshold_uncertainty_score":0.9996655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880734135050767,"score_gpt":0.2975604266467275,"score_spread":0.2687530852962198,"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."}}