{"id":"W7033427590","doi":"","title":"Recognizing and Managing Breast Implant Complications: A Review for Healthcare Providers Who Treat Women Who Underwent Breast Implant–Based Surgery","year":2025,"lang":"en","type":"article","venue":"Dove Medical Press (Taylor and Francis Group)","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast implant; Referral; Health care; Implant; Breast augmentation; Breast surgery; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008176429,0.000239333,0.0004979819,0.0001451807,0.0002678459,0.0001786166,0.0003470111,0.00009398812,0.00000897817],"category_scores_gemma":[0.0001475875,0.0002083397,0.00008409951,0.0002649889,0.00008025405,0.0002263383,0.000159536,0.0002102385,0.000001261085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009159674,"about_ca_system_score_gemma":0.00002392943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000240012,"about_ca_topic_score_gemma":0.00004797468,"domain_scores_codex":[0.9980463,0.00006734896,0.0004829,0.0005743071,0.0003314696,0.0004976573],"domain_scores_gemma":[0.9980252,0.0009524441,0.000104281,0.0003833761,0.0001155185,0.0004191639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002607246,0.00008069582,0.0009463525,0.00552367,0.00006080056,0.00000688814,0.0003562744,0.00003194786,0.000009379515,0.01254891,0.001587974,0.978821],"study_design_scores_gemma":[0.001448029,0.00007651244,0.01327594,0.002051393,0.00009659903,0.0008053652,0.0001750004,0.9604672,0.000007660041,0.008054649,0.01275437,0.0007872783],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003022781,0.01623782,0.9492881,0.0328792,0.0003751548,0.0005972178,0.0001131898,0.00008095019,0.0001261424],"genre_scores_gemma":[0.9751423,0.001480383,0.007025548,0.01484551,0.0002267035,0.0009838366,0.0002335235,0.0000399327,0.00002223957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9780338,"threshold_uncertainty_score":0.8495848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796554412676716,"score_gpt":0.2836333335281734,"score_spread":0.2556677894014063,"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."}}