{"id":"W2121589762","doi":"10.1158/1055-9965.epi-08-0622","title":"Influence of Evolution in Tumor Biobanking on the Interpretation of Translational Research","year":2008,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of Manitoba","funders":"","keywords":"Biobank; Translational research; Breast cancer; Medicine; Data collection; Cryopreservation; Oncology; Internal medicine; Bioinformatics; Biology; Gynecology; Cancer; Pathology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.001568339,0.000102128,0.0002092007,0.00013593,0.00008416788,6.293267e-7,0.0001382917,0.00009614063,0.00001018698],"category_scores_gemma":[0.0006009619,0.00008018144,0.00009664303,0.0002440895,0.0005679234,0.000008185365,0.00003753677,0.0001034555,0.000001448866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008287183,"about_ca_system_score_gemma":0.0001501135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004527484,"about_ca_topic_score_gemma":0.0003467407,"domain_scores_codex":[0.9980907,0.000862408,0.0004452836,0.0002783434,0.0001248016,0.0001984065],"domain_scores_gemma":[0.998961,0.0004003703,0.0002423564,0.0002039253,0.0001738389,0.00001847613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001336772,0.0001337847,0.9297135,0.00004545328,0.0002495798,8.642068e-7,0.0003018242,0.008865437,0.05451972,0.001793724,0.0005000999,0.002539264],"study_design_scores_gemma":[0.0004695271,0.0001802118,0.9803719,0.0002372087,0.00001580126,0.000004391253,0.00007313859,0.0003280243,0.01318779,0.005004821,0.00005818754,0.00006902521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993094,0.003782683,0.001498973,0.001142001,0.00006725374,0.0002902155,0.00001712923,0.000003666638,0.0001040917],"genre_scores_gemma":[0.9989367,0.0004481926,0.0002902093,0.00007190176,0.00004028261,0.0001513033,0.00003782256,0.00000747378,0.00001611666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0506584,"threshold_uncertainty_score":0.3269704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289483098383932,"score_gpt":0.3919917432092822,"score_spread":0.3190969122254428,"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."}}