{"id":"W2070864527","doi":"10.1089/bio.2012.0038","title":"Biospecimen Use Correlates with Emerging Techniques in Cancer Research: Impact on Planning Future Biobanks","year":2012,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Biobank; Biorepository; Computational biology; Bioinformatics; Cohort; Medicine; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004497639,0.0001737266,0.0001226689,0.0001905066,0.0001661108,0.00005452289,0.0001376531,0.0002407752,0.0000187362],"category_scores_gemma":[0.00002377912,0.0001252799,0.00003627961,0.0003117654,0.000101893,0.00002511565,0.0001109255,0.0002312608,0.000001581866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003935448,"about_ca_system_score_gemma":0.00002874223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249129,"about_ca_topic_score_gemma":0.00003775303,"domain_scores_codex":[0.9988945,0.00008048909,0.0001696739,0.0003174734,0.0001485655,0.0003893121],"domain_scores_gemma":[0.9994651,0.00001997259,0.00007478068,0.0002713065,0.00008997977,0.00007883264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001456688,0.00008297322,0.5295689,0.000009726284,0.00002750967,0.000001696308,0.0001117846,0.00000773766,0.4610237,0.001210111,0.001504715,0.006305481],"study_design_scores_gemma":[0.0004240538,0.0006127277,0.4822407,0.0002128851,0.00001427902,0.00001844648,0.000250284,0.0000979032,0.4248506,0.00014998,0.09065714,0.0004709932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968715,0.00132284,0.0004143601,0.0006176226,0.0000374903,0.0003514682,0.00002013184,0.00004333596,0.0003212744],"genre_scores_gemma":[0.9965076,0.0006622021,0.001796368,0.0003123015,0.0003309974,0.0001349061,0.0001401832,0.0000225776,0.0000927912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08915242,"threshold_uncertainty_score":0.5108765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06868096235574474,"score_gpt":0.3933109729766602,"score_spread":0.3246300106209155,"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."}}