{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001419736,0.00067259,0.0009908567,0.003785443,0.0008849276,0.001251918,0.001018217,0.001533491,0.002082333],"category_scores_gemma":[0.007191979,0.000392455,0.001031083,0.002872419,0.0004281888,0.002041072,0.0008462979,0.001436653,0.0004543339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241114,"about_ca_system_score_gemma":0.003054321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005151953,"about_ca_topic_score_gemma":0.01332246,"domain_scores_codex":[0.9985425,0.0003965294,0.0004295621,0.0001326907,0.0003979195,0.0001006994],"domain_scores_gemma":[0.9948031,0.003174543,0.00104638,0.00004176066,0.0007120321,0.0002220939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001052412,0.0001514199,0.007809131,0.05242995,0.0002133915,0.001950884,0.001651155,0.0001934938,0.0003651822,0.0006996195,0.05002847,0.8844021],"study_design_scores_gemma":[0.00008147745,0.0003895516,0.04717767,0.2837641,0.001324647,0.04284269,0.006461858,0.0004158234,0.00035086,0.001270678,0.6157361,0.0001846217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001206937,0.9956684,0.0001792107,0.001829971,0.0002779389,0.00002757745,0.00003506088,0.00001135983,0.0007636063],"genre_scores_gemma":[0.005650395,0.9917614,0.0009200129,0.00109381,0.0002636882,0.00004266708,0.00007211495,0.00000493815,0.0001908207],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005151953,"threshold_uncertainty_score":0.01024395,"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."}}