{"id":"W4417067558","doi":"10.1016/j.cps.2025.11.012","title":"Breast Implant Malposition","year":2025,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact; Institute of Cosmetic and Laser Surgery","funders":"","keywords":"Implant; Breast implant; Complication; Breast augmentation; Capsular contracture; Mammaplasty","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":[],"consensus_categories":[],"category_scores_codex":[0.0003494745,0.0001033344,0.0003228407,0.0003854182,0.00003738844,0.00001147999,0.00003091995,0.0001549966,0.00006779331],"category_scores_gemma":[0.0001694008,0.00009114922,0.0001088079,0.0002981552,0.00006020844,0.00004673644,0.00002006489,0.0002370368,0.00005544537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005919632,"about_ca_system_score_gemma":0.0002322674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008457147,"about_ca_topic_score_gemma":0.00001262708,"domain_scores_codex":[0.9990104,0.00003668284,0.0004537096,0.0001971718,0.00009769441,0.0002043456],"domain_scores_gemma":[0.996635,0.003047672,0.00006964214,0.0001402507,0.00004483386,0.00006256645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006878242,0.0001648237,0.5979919,0.0001362614,0.00005422995,0.0002184414,0.00001208709,0.000005388639,0.00006088664,0.0006128562,0.006246127,0.3938092],"study_design_scores_gemma":[0.001111394,0.00002924677,0.9267206,0.001339682,0.0001173636,0.06753003,0.00008944749,0.001180169,0.0001368746,0.000756587,0.0008152418,0.0001733719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902505,0.0000834517,0.0003393218,0.0002281147,0.007543982,0.00009517332,0.00004207109,0.00005559902,0.001361781],"genre_scores_gemma":[0.9991738,0.00005220564,0.0000781545,0.00009728898,0.0002052772,0.000009234307,0.00008788778,0.00000806519,0.0002880812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3936358,"threshold_uncertainty_score":0.3716957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098768180706117,"score_gpt":0.2958122398260229,"score_spread":0.2748245580189617,"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."}}