{"id":"W1981395003","doi":"10.1136/bmj.g6766","title":"A quarter of women who undergo breast conserving surgery need further surgery, research shows","year":2014,"lang":"en","type":"letter","venue":"BMJ","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast-conserving surgery; Medicine; Breast cancer; Breast surgery; Quarter (Canadian coin); General surgery; Surgery; Mastectomy; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008777589,0.0002282898,0.0004683944,0.0003381739,0.001266348,0.000725955,0.0002668033,0.005851056,0.007802436],"category_scores_gemma":[0.006799244,0.0002328379,0.0004376829,0.0007569131,0.0005817115,0.0007501438,0.0003340505,0.004725953,0.004447092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007967501,"about_ca_system_score_gemma":0.000771104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01022821,"about_ca_topic_score_gemma":0.0185411,"domain_scores_codex":[0.9986804,0.0003615992,0.0001577838,0.0001108049,0.0005208215,0.000168565],"domain_scores_gemma":[0.9969229,0.001412014,0.0004603424,0.0001957827,0.0005159948,0.0004928976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000416254,0.000158825,0.1545802,0.0002283842,0.00007024983,0.003835641,0.000440311,0.00009835025,0.001880034,0.001430263,0.7503045,0.0865569],"study_design_scores_gemma":[0.0004352797,0.0005537614,0.2879747,0.0008720909,0.0001387336,0.0132014,0.002984253,0.0005207612,0.001113481,0.00381832,0.6882843,0.0001028842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05030948,0.007353356,0.0004726953,0.8949184,0.01363029,0.00006286102,0.001188066,0.0001112419,0.03195359],"genre_scores_gemma":[0.1470047,0.009804576,0.0005554119,0.7997075,0.01922663,0.0000966706,0.0007343634,0.000036196,0.02283394],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01022821,"threshold_uncertainty_score":0.02610171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0442218218104003,"score_gpt":0.310233550311353,"score_spread":0.2660117285009527,"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."}}