{"id":"W4409624890","doi":"10.1097/gox.0000000000006710","title":"Decision-making Tools for Postmastectomy Breast Reconstruction: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Social media; Data extraction; Breast reconstruction; Breast cancer; Mastectomy; Medicine; MEDLINE; Quality (philosophy); Computer science; World Wide Web; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001263787,0.001374534,0.008235832,0.0007012907,0.00047221,0.0005737699,0.0007687933,0.0008995001,0.0009110818],"category_scores_gemma":[0.004527806,0.001146958,0.002434407,0.002005778,0.0004217118,0.001123401,0.0006060654,0.0007718293,0.000127884],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082217,"about_ca_system_score_gemma":0.008853124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969881,"about_ca_topic_score_gemma":0.00004275483,"domain_scores_codex":[0.9929616,0.0004081622,0.003177612,0.001858351,0.0005277417,0.001066547],"domain_scores_gemma":[0.9774154,0.01837561,0.001994687,0.0009394438,0.0008349829,0.0004398875],"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":[0.0003999501,0.00004978709,0.0001608501,0.1539763,0.000889063,0.00005631231,0.000001421964,1.525766e-7,1.568526e-8,0.000130166,0.0009821439,0.8433539],"study_design_scores_gemma":[0.0005834775,0.00004844322,0.00003722099,0.7020046,0.003991639,0.277403,0.00002883316,0.000003587668,1.319147e-7,0.0003993835,0.01472515,0.0007745318],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003329199,0.9667203,0.001891254,0.00004591871,0.01092878,0.01252832,0.00362863,0.0001717296,0.004051734],"genre_scores_gemma":[0.00001238307,0.984253,0.01263707,0.0001171003,0.0007509721,0.001547914,0.0005094509,0.00009065685,0.00008145585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8425793,"threshold_uncertainty_score":0.9999005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06124867906545414,"score_gpt":0.380450882353228,"score_spread":0.3192022032877739,"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."}}