{"id":"W7070898061","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":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001406629,0.0006593047,0.0009690671,0.003758674,0.0008989457,0.001240846,0.00100958,0.001510184,0.002081524],"category_scores_gemma":[0.007510873,0.0003891519,0.00102512,0.002827211,0.0004223714,0.002027767,0.0008573115,0.0014348,0.0004559783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245392,"about_ca_system_score_gemma":0.003066624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005175017,"about_ca_topic_score_gemma":0.01338391,"domain_scores_codex":[0.9985294,0.000400668,0.0004327427,0.0001339704,0.0004014149,0.0001018441],"domain_scores_gemma":[0.9946544,0.00326765,0.001074466,0.00004295034,0.0007314022,0.0002291177],"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":[0.0001049332,0.0001502674,0.0083098,0.05216884,0.0002151369,0.001974158,0.001733811,0.0001915172,0.0003682755,0.0007049484,0.05187358,0.8822048],"study_design_scores_gemma":[0.00008155659,0.0003769606,0.04806612,0.2875453,0.001328635,0.04325956,0.006683969,0.0004083492,0.0003500157,0.001280413,0.6104337,0.0001854531],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001311435,0.995335,0.000187463,0.001983358,0.0002952274,0.00002918467,0.00003778697,0.0000121238,0.0008083407],"genre_scores_gemma":[0.006127583,0.9911183,0.0009624003,0.001186444,0.0002781866,0.00004530318,0.00007850782,0.000005443855,0.0001978613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005175017,"threshold_uncertainty_score":0.01028979,"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."}}