{"id":"W2765629229","doi":"10.1097/prs.0000000000003947","title":"The “Advances in Breast Reconstruction” Supplement","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Reconstructive surgery; General surgery; Plastic surgery; Suite; Breast surgery; Surgery; Library science; Breast cancer; Law; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0005592256,0.0002722313,0.0005258082,0.0002674756,0.001011318,0.0001676559,0.0001819147,0.0001321466,0.0002912287],"category_scores_gemma":[0.0004634564,0.0001912327,0.0002120913,0.0001276113,0.001098978,0.0006719439,0.00007085337,0.0004100292,0.00006642245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652418,"about_ca_system_score_gemma":0.0003154205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007859043,"about_ca_topic_score_gemma":0.0002881696,"domain_scores_codex":[0.9979939,0.00008043021,0.0006402619,0.0004409633,0.0002824498,0.0005619359],"domain_scores_gemma":[0.9967287,0.001879932,0.0004809358,0.0005681805,0.0001610532,0.0001811677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003144698,0.00002241296,0.4598728,0.0000263214,0.00004919979,0.00003065116,0.00001469843,9.253622e-7,0.00003840676,0.000541967,0.0001574684,0.5389307],"study_design_scores_gemma":[0.001230591,0.00003144848,0.842393,0.0005593682,0.00007870109,0.1489973,0.0007496998,0.0001642526,0.0003938521,0.002272236,0.002784918,0.0003445418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820579,0.0005411541,0.0001185121,0.00131678,0.009617323,0.0003632634,0.0001046589,0.00006427445,0.005816124],"genre_scores_gemma":[0.9977794,0.0008280413,0.0005280232,0.00001459433,0.000611853,0.00005799627,0.00001947724,0.00002513734,0.0001354768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5385861,"threshold_uncertainty_score":0.7798245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645537609151814,"score_gpt":0.2613380391254402,"score_spread":0.244882663033922,"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."}}