{"id":"W1490325101","doi":"10.1111/1744-1633.12075","title":"Multidisciplinary assessment for immediate breast reconstruction: A new approach","year":2014,"lang":"en","type":"article","venue":"Surgical Practice","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society","keywords":"Medicine; Breast reconstruction; Multidisciplinary approach; Psychosocial; Mastectomy; Breast cancer; Gynecology; Surgery; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005798448,0.0001425602,0.000274174,0.0000768828,0.0001161647,0.00002764442,0.0000498224,0.0001423089,0.000548411],"category_scores_gemma":[0.0001247812,0.0001102896,0.0001258475,0.0001317894,0.00007895153,0.0002552976,0.00003000563,0.0002609843,0.0001526695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000498283,"about_ca_system_score_gemma":0.0001480192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000305983,"about_ca_topic_score_gemma":0.000001140093,"domain_scores_codex":[0.9988845,0.0001127861,0.0002551315,0.0003240583,0.000186979,0.000236554],"domain_scores_gemma":[0.9985,0.000746033,0.0001639877,0.0002068952,0.0000983318,0.0002847591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.001630074,0.000313747,0.001396366,0.00008386903,0.0001287429,0.00002325663,0.00004412107,0.000006042716,0.00008788538,0.006622816,0.003003836,0.9866592],"study_design_scores_gemma":[0.01032195,0.0003144669,0.009233577,0.0001025853,0.0005254129,0.6953647,0.0006790036,0.009141491,0.00004366852,0.001017533,0.2728809,0.0003747838],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04263995,0.0001819883,0.07510042,0.02009865,0.00260342,0.001758384,0.00003185994,0.0004197782,0.8571655],"genre_scores_gemma":[0.489198,0.00006127344,0.4488902,0.0001816167,0.006500579,0.0001221713,0.0001892591,0.0001259386,0.05473094],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9862844,"threshold_uncertainty_score":0.6004717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633127459583157,"score_gpt":0.3316736017241285,"score_spread":0.3053423271282969,"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."}}