{"id":"W2599427599","doi":"10.1089/bio.2012.1023","title":"The International Society of Biological and Environmental Repositories presents Abstracts from their Annual MeetingKeeping Step in an Evolving Global Research Environment: Biobanking for Now and for the FutureMay 15–18, 2012 Vancouver, British Columbia, Canada","year":2012,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biobank; Library science; Political science; Engineering ethics; Geography; Computer science; Engineering; Biology; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287295,0.0001072386,0.0001225293,0.00001278754,0.0005376739,0.0002477124,0.0002629173,0.0001674491,0.000006535536],"category_scores_gemma":[0.0002332247,0.00008791922,0.00004101797,0.00004489066,0.0004147801,0.00005461611,0.0003871486,0.0001095758,5.335684e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006546127,"about_ca_system_score_gemma":0.00006884493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02880693,"about_ca_topic_score_gemma":0.3501432,"domain_scores_codex":[0.9986228,0.00005868274,0.000348757,0.0002650487,0.000318271,0.0003864212],"domain_scores_gemma":[0.9992031,0.0002992459,0.0001391711,0.0001670966,0.00008946931,0.0001018517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001499472,0.00009879244,0.8882028,0.00006382025,0.0001180917,3.492729e-7,0.0003844016,0.000004172792,0.05178454,0.000006706463,0.02375837,0.03542795],"study_design_scores_gemma":[0.001012317,0.0002357746,0.8562487,0.00006704713,0.00001498114,0.000006152861,0.008487822,0.004180992,0.005366968,0.000280304,0.1238729,0.0002260054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919251,0.005904699,0.0003469883,0.0003003839,0.000327361,0.0005400527,0.0006279999,0.000002546231,0.00002486994],"genre_scores_gemma":[0.9941872,0.00334819,0.001514953,0.00008225505,0.0004710517,0.0000430349,0.000252261,0.000007747847,0.00009329242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3213363,"threshold_uncertainty_score":0.9776603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436165048065198,"score_gpt":0.2812240047010648,"score_spread":0.2468623542204129,"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."}}