{"id":"W2998599359","doi":"10.32768/abc.201964147-149","title":"Oncoplastic and Reconstructive Breast Surgery: Who Is in Charge to Do It?","year":2019,"lang":"en","type":"article","venue":"Archives of Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Breast surgery; Reconstructive surgery; Oncoplastic Surgery; Medicine; General surgery; Breast cancer; Surgery; Internal medicine; 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":[0.0000511104,0.0001970252,0.0003480577,0.0001227561,0.00003010117,0.000009935678,0.0001048891,0.00005101061,0.0001644011],"category_scores_gemma":[0.00001110846,0.0001839924,0.000080536,0.0001189111,0.0001452237,0.000008080593,0.0001600681,0.00006493343,0.00001390282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002356077,"about_ca_system_score_gemma":0.0001223488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005137065,"about_ca_topic_score_gemma":0.0003072942,"domain_scores_codex":[0.998904,0.00003869998,0.000214154,0.000458977,0.0001013241,0.0002827698],"domain_scores_gemma":[0.9994409,0.00008605426,0.00008994153,0.0002497133,0.00003733823,0.00009604847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009893446,0.00006951301,0.8756003,0.00007837372,0.0002098086,0.000002215585,0.001208822,0.00001105257,0.01324744,0.00005725271,0.001193978,0.1073319],"study_design_scores_gemma":[0.0008837877,0.00005924371,0.990236,0.0003802018,0.00002406232,0.0001359931,0.000272642,0.00001349343,0.005800723,0.00009372232,0.001853102,0.000247062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933774,0.0008059177,0.00002077503,0.002380318,0.0001679799,0.0002300125,0.001059645,0.000005236729,0.001952684],"genre_scores_gemma":[0.9982023,0.000774102,0.000127857,0.000440152,0.0001127286,0.00006034887,0.00001765225,0.00002290819,0.0002419032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1146356,"threshold_uncertainty_score":0.7502991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005613884101672659,"score_gpt":0.2384158824675272,"score_spread":0.2328019983658546,"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."}}