{"id":"W3210836538","doi":"10.1016/j.jpra.2021.10.007","title":"Predictive value of 3D imaging to guide implant selection in immediate breast reconstruction","year":2021,"lang":"en","type":"article","venue":"JPRAS Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; University of Toronto","funders":"","keywords":"Breast reconstruction; Implant; Mastectomy; Medicine; Breast cancer; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001654253,0.0005207058,0.0002530627,0.001564344,0.0001536059,0.0008201923,0.0004999359,0.0004855618,0.001165183],"category_scores_gemma":[0.02180541,0.0002402671,0.0002949222,0.000673599,0.0003212276,0.000421261,0.0004921699,0.0004577874,0.0004195733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990633,"about_ca_system_score_gemma":0.0002763072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001271904,"about_ca_topic_score_gemma":0.001582731,"domain_scores_codex":[0.999156,0.0002401948,0.0001123557,0.00009899348,0.0003458482,0.00004655346],"domain_scores_gemma":[0.9878906,0.0068166,0.002361395,0.0005936233,0.001920118,0.0004175431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001673515,0.00002084663,0.9825861,0.00002149238,0.00002084484,0.0001604568,0.00002861523,0.0008597925,0.0007763042,0.00002356358,0.0002261555,0.01510848],"study_design_scores_gemma":[0.00003151191,0.0003696424,0.9546169,0.0001161586,0.0001735022,0.004362409,0.0002462009,0.03431005,0.004157805,0.0003201247,0.001262161,0.0000336105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885103,0.002042725,0.006685077,0.0001909762,0.00006736221,0.00004522942,0.0003662222,0.0001434626,0.00194863],"genre_scores_gemma":[0.9953821,0.0002926516,0.003956727,0.00002792114,0.00002716905,0.00001478617,0.0002028999,0.0000132196,0.00008242489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001654253,"threshold_uncertainty_score":0.008748651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075600280486696,"score_gpt":0.2830732219410346,"score_spread":0.2723172191361676,"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."}}