{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0288409,0.001703473,0.001988172,0.009501021,0.008329655,0.01937175,0.003579797,0.004095512,0.1538568],"category_scores_gemma":[0.02176597,0.0009400877,0.001072858,0.01186912,0.002528271,0.007740166,0.0122465,0.003991958,0.08938233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005591352,"about_ca_system_score_gemma":0.04317942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04596731,"about_ca_topic_score_gemma":0.1108681,"domain_scores_codex":[0.9861755,0.001320751,0.001235198,0.0008834653,0.00846637,0.0019187],"domain_scores_gemma":[0.9430026,0.00233275,0.002929971,0.00568168,0.0328833,0.01316972],"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":[0.00006890629,0.00003566972,0.001477233,0.0001662252,0.00001161054,0.00008641301,0.0001657247,0.00004485798,0.0007895509,0.002351511,0.9176277,0.07717465],"study_design_scores_gemma":[0.000004097697,0.000008274372,0.001208846,0.00007533014,0.000005454431,0.00006569146,0.0002865962,0.00004318851,0.0003144424,0.0004294764,0.9975438,0.00001468002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01127793,0.04223815,0.02985944,0.2217847,0.1088357,0.002453393,0.03258821,0.009982042,0.5409805],"genre_scores_gemma":[0.01804557,0.01923326,0.02044629,0.009725276,0.007759962,0.00059806,0.02267599,0.002669412,0.8988461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9806283,"threshold_uncertainty_score":0.5147021,"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."}}