{"id":"W2080119134","doi":"10.3747/co.v17i1.517","title":"Pathology Re-Review as an Essential Component of Breast Cancer Management","year":2010,"lang":"en","type":"letter","venue":"Current Oncology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Cancer; Pathology; Oncology; Bioinformatics; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002294961,0.0006213745,0.0007891483,0.0008686049,0.002252124,0.002007004,0.001815456,0.02377229,0.008574161],"category_scores_gemma":[0.01709291,0.0005838645,0.0009380222,0.0007198392,0.001736816,0.003382031,0.001123112,0.01918167,0.009171525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319842,"about_ca_system_score_gemma":0.003327227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864711,"about_ca_topic_score_gemma":0.009827522,"domain_scores_codex":[0.9969949,0.0008958237,0.0003674403,0.0002408687,0.001197176,0.0003038397],"domain_scores_gemma":[0.9879977,0.004600945,0.001094568,0.0007134341,0.003271126,0.002322319],"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":[0.00002610106,0.00004276571,0.001478577,0.00008748184,0.0000101391,0.01063538,0.000090743,0.0001189273,0.0004573529,0.001143801,0.9606463,0.02526251],"study_design_scores_gemma":[0.00004782809,0.0001010164,0.003543529,0.0005695944,0.00002827821,0.05089306,0.0003978489,0.0006059697,0.0004434228,0.004847911,0.9384715,0.00005003777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001638738,0.003652357,0.0005935012,0.9546625,0.02605235,0.00002931555,0.00003965894,0.0001515461,0.01317993],"genre_scores_gemma":[0.02446955,0.009499111,0.00179965,0.8234355,0.1121377,0.00005250162,0.0001001551,0.00008553142,0.02842041],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02377229,"threshold_uncertainty_score":0.02868342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413860207645347,"score_gpt":0.5111257768656063,"score_spread":0.3697397561010716,"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."}}