{"id":"W7070898061","doi":"","title":"Recognizing and Managing Breast Implant Complications: A Review for Healthcare Providers Who Treat Women Who Underwent Breast Implant&amp;ndash;Based Surgery","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"European Linguistics and Anthropology","field":"Social Sciences","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003061078,0.0002974251,0.001025755,0.0006051961,0.001413593,0.001000027,0.001102163,0.00008808114,0.0005491019],"category_scores_gemma":[0.0006589828,0.0002782956,0.0001850429,0.0008177949,0.0004515909,0.0005293735,0.0003510409,0.0002605009,0.000003792962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929412,"about_ca_system_score_gemma":0.0006934124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006295819,"about_ca_topic_score_gemma":0.001460238,"domain_scores_codex":[0.9966941,0.0006937737,0.0009789709,0.000575447,0.0003649141,0.0006927953],"domain_scores_gemma":[0.99645,0.001407769,0.0008305224,0.000371377,0.0005792509,0.0003610786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004611691,0.0004097885,0.2179954,0.007858907,0.0004600559,0.00007089619,0.002063209,0.00001324405,0.0004495699,0.009265554,0.3936498,0.3673024],"study_design_scores_gemma":[0.001837859,0.0000438998,0.2840436,0.04088085,0.0005332182,0.0003395953,0.005125725,0.0001840178,0.0001125418,0.03965524,0.6254415,0.001801944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.210008,0.4852854,0.01073668,0.2190036,0.005775362,0.01382108,0.005336352,0.0005402496,0.04949331],"genre_scores_gemma":[0.652231,0.3339026,0.0005493912,0.0107575,0.0005206097,0.000362592,0.0001636376,0.0001032929,0.001409416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.442223,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2852290576779565,"score_gpt":0.5717459090371732,"score_spread":0.2865168513592167,"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."}}