{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05675947,0.0003728946,0.0007639803,0.008247806,0.0005813304,0.004320345,0.001234219,0.0008345195,0.003876641],"category_scores_gemma":[0.1586442,0.0004379617,0.001429615,0.01710864,0.0008969055,0.004364812,0.001912968,0.0009043929,0.0009809382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052628,"about_ca_system_score_gemma":0.002337533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342945,"about_ca_topic_score_gemma":0.003504889,"domain_scores_codex":[0.9655762,0.01503294,0.009120563,0.003974187,0.004954576,0.001341619],"domain_scores_gemma":[0.5622839,0.2535691,0.1287629,0.01939659,0.03078885,0.005198656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000249363,0.00002921418,0.971618,0.0005520195,0.000205187,0.0001004759,0.0005176173,0.0001839014,0.0005175047,0.0002806034,0.0006916185,0.02505451],"study_design_scores_gemma":[0.00001440458,0.0001168522,0.9918585,0.0004956334,0.0002441311,0.0004044025,0.001291756,0.0004797206,0.0006100144,0.0004475383,0.004016266,0.00002079615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254898,0.04514771,0.007138274,0.006566833,0.0002348691,0.0002607658,0.008631882,0.000123821,0.006405995],"genre_scores_gemma":[0.9691346,0.01332477,0.01083466,0.0006034238,0.0003795704,0.0002927487,0.004479826,0.00006835412,0.0008820485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05675947,"threshold_uncertainty_score":0.3001764,"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."}}