{"id":"W4366087580","doi":"10.1089/bio.2023.29118.abstracts","title":"The International Society for Biological and Environmental Repositories Presents Abstracts from Its Annual Meeting","year":2023,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Health Services Authority","funders":"","keywords":"Biobank; Population; Library science; Outreach; Business; Medicine; Geography; Political science; Environmental health; Computer science; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03159378,0.002395036,0.001944455,0.006415631,0.003934679,0.01298837,0.002774493,0.01234123,0.05426812],"category_scores_gemma":[0.02362132,0.0008026781,0.001780402,0.004470164,0.002475802,0.005101652,0.006225341,0.006604309,0.02854566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00383802,"about_ca_system_score_gemma":0.0202736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004212039,"about_ca_topic_score_gemma":0.0112859,"domain_scores_codex":[0.9879398,0.002333398,0.001435689,0.0007112989,0.005935713,0.001644152],"domain_scores_gemma":[0.9503923,0.006616899,0.004130944,0.002345344,0.02112975,0.01538475],"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":[0.00008368061,0.00007754514,0.00105899,0.0004117234,0.00001752153,0.0001715859,0.0001005809,0.00009623278,0.0006700382,0.001600147,0.9395401,0.05617188],"study_design_scores_gemma":[0.000008989003,0.00002750134,0.001329126,0.0002304812,0.00001164272,0.0001379262,0.0002566277,0.00008979702,0.0002325482,0.0008259557,0.9968323,0.00001697776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004503124,0.06334638,0.007877764,0.4037699,0.3980765,0.001059366,0.003268238,0.0009680417,0.1171307],"genre_scores_gemma":[0.03125652,0.06611091,0.01624932,0.06314275,0.1810367,0.001685106,0.009235781,0.001487302,0.6297956],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05426812,"threshold_uncertainty_score":0.181545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3225986920272192,"score_gpt":0.4653716145221496,"score_spread":0.1427729224949304,"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."}}