{"id":"W3199518998","doi":"10.1002/cam4.4264","title":"Quality assurance review: Intra‐operative evaluation of sentinel lymph nodes in breast cancer","year":2021,"lang":"en","type":"review","venue":"Cancer Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Sentinel lymph node; Breast cancer; Biopsy; Radiology; Mammography; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001141823,0.0005062888,0.002437717,0.00008125914,0.00004050454,0.000004165957,0.0002360027,0.0002263847,0.0004412466],"category_scores_gemma":[0.0003335454,0.000370963,0.000261088,0.0005008487,0.0002517213,0.000005604837,0.0001142736,0.000173716,0.000002079197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000474933,"about_ca_system_score_gemma":0.001950627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194909,"about_ca_topic_score_gemma":0.0002858954,"domain_scores_codex":[0.9965639,0.0007687596,0.00102291,0.0007592615,0.0005988578,0.0002863639],"domain_scores_gemma":[0.9976031,0.00007625796,0.0006992164,0.0005780526,0.0009706931,0.00007273012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002483272,0.00009253565,0.005295707,0.03099751,0.0009776283,0.000004250915,0.00008192589,0.00001246945,0.0001273306,0.00001028118,0.007907851,0.9544677],"study_design_scores_gemma":[0.004012558,0.00002176215,0.03928547,0.3558167,0.0061418,0.00006229915,0.0001553274,0.000007270216,0.000129076,0.000008428106,0.5934118,0.0009474691],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002050201,0.9957951,0.000008535429,0.001823584,0.0004816416,0.0007087343,0.0005644557,0.000006300335,0.0004065739],"genre_scores_gemma":[0.0006416196,0.9950363,0.00001595191,0.0006150237,0.0009557604,0.001781221,0.0007981588,0.00004563764,0.0001102972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9535202,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0767840288211645,"score_gpt":0.4591760307405319,"score_spread":0.3823920019193674,"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."}}