{"id":"W4309495695","doi":"","title":"Intraoperative detection of lymph node metastasis using one-step nucleic acid amplification (OSNA) in breast cancer patients: Effect on second surgery rate and delay for adjuvant therapy","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Medicine; Breast cancer; Adjuvant therapy; Nucleic acid; Lymph node; Lymph node metastasis; Metastasis; Adjuvant; Oncology; Cancer; Surgery; Radiology; Internal medicine; Biology","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":[0.0008787684,0.0002268078,0.0005621628,0.0002327789,0.0001099287,0.000359082,0.0001796372,0.0003359375,0.001204744],"category_scores_gemma":[0.003405533,0.0001524431,0.000301326,0.000252294,0.0002305087,0.0003906391,0.0001878719,0.0005212752,0.0001543654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000184765,"about_ca_system_score_gemma":0.0003396003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005538023,"about_ca_topic_score_gemma":0.0005645143,"domain_scores_codex":[0.9996693,0.0001278679,0.00002321986,0.00006927386,0.00006683115,0.00004345022],"domain_scores_gemma":[0.9975204,0.001740723,0.0003524715,0.00009162616,0.0001009951,0.0001937633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1430223,0.002041574,0.7299311,0.0003306556,0.0003210639,0.0003918414,0.0003518294,0.00111054,0.03392106,0.00009886386,0.0003025973,0.0881765],"study_design_scores_gemma":[0.001079397,0.05451734,0.9071012,0.00004013748,0.00106779,0.001184077,0.0005292113,0.003766122,0.02929533,0.0002250217,0.001141239,0.00005310176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989674,0.0006640093,0.000129767,0.00003527827,0.00001391987,0.000004417493,0.00003340242,0.000003179053,0.0001486391],"genre_scores_gemma":[0.9991805,0.0003670692,0.0001701531,0.00001525449,0.0000181494,0.00000574062,0.00005027938,0.000003416126,0.0001893426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001204744,"threshold_uncertainty_score":0.004647434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815717070016596,"score_gpt":0.2513783956187252,"score_spread":0.2332212249185593,"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."}}