{"id":"W3114968157","doi":"10.1097/sla.0000000000004296","title":"Surgical Treatment After Neoadjuvant Systemic Therapy in Young Women With Breast Cancer","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; Systemic therapy; Neoadjuvant therapy; Cancer; Mastectomy; Surgery; Oncology; 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":[0.0003964253,0.00007125881,0.0001697728,0.0003584281,0.0002159134,0.0002998907,0.0001273481,0.0002355141,0.001248623],"category_scores_gemma":[0.002214546,0.00009765886,0.0002923055,0.000632641,0.0001363952,0.0002830534,0.0002102869,0.000264796,0.0001919381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000331423,"about_ca_system_score_gemma":0.0005416426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004028037,"about_ca_topic_score_gemma":0.008965079,"domain_scores_codex":[0.9997298,0.00005102502,0.0000390344,0.00005154979,0.00007233648,0.00005616908],"domain_scores_gemma":[0.998765,0.0002108111,0.0008113611,0.00002086632,0.00007691918,0.0001150416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000744575,0.00002038998,0.9967765,0.0000207357,0.00001266458,0.00009884121,0.00004571005,0.00001779933,0.0001508499,0.00000815671,0.0001023353,0.002671487],"study_design_scores_gemma":[0.000006311131,0.0001187672,0.9985366,0.0000294036,0.00001519672,0.0005173473,0.0002182244,0.00006629647,0.00008724327,0.00001234015,0.0003906316,0.000001641303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980943,0.000880825,0.00004082014,0.0001052894,0.00001096451,0.00001114129,0.0004058213,0.000001468798,0.0004493523],"genre_scores_gemma":[0.9985095,0.0006170836,0.00007000723,0.00009595585,0.00001979498,0.00001463326,0.0004636369,0.000001151465,0.0002083048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004028037,"threshold_uncertainty_score":0.008009136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06657268534831934,"score_gpt":0.2955395403733032,"score_spread":0.2289668550249838,"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."}}