{"id":"W2326013668","doi":"10.1089/bio.2014.0051","title":"Biobank Bootstrapping: Is Biobank Sustainability Possible Through Cost Recovery?","year":2014,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Biobank; Sustainability; Distribution (mathematics); Business; Computer science; Risk analysis (engineering); Actuarial science; Bioinformatics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003180158,0.0002560288,0.0004126586,0.0001702648,0.0003520742,0.0002028889,0.00028084,0.0005970438,0.000371393],"category_scores_gemma":[0.008381414,0.0002172567,0.0001596276,0.0006194242,0.0004928759,0.0003898754,0.0002960711,0.0009544119,0.00004795315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002059599,"about_ca_system_score_gemma":0.0003754964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006118043,"about_ca_topic_score_gemma":0.0001334582,"domain_scores_codex":[0.9968913,0.0001470106,0.0006700391,0.0007762774,0.0009301702,0.0005852412],"domain_scores_gemma":[0.9961138,0.0014744,0.0001887749,0.000845589,0.001134484,0.0002429455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008985357,0.0006653318,0.785287,0.00265689,0.0001993686,0.0000193435,0.001208705,0.000008877469,0.01275603,0.1249089,0.0084812,0.06290977],"study_design_scores_gemma":[0.003220713,0.001228892,0.452791,0.0007163977,0.0001063952,0.00002650042,0.0007117537,0.003525917,0.01435442,0.3202094,0.2024351,0.0006735023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041823,0.0005396029,0.008186729,0.063168,0.0004691446,0.001559687,0.0000327572,0.0003007952,0.02156094],"genre_scores_gemma":[0.98678,0.0009417749,0.002303051,0.006076203,0.0003678221,0.00003843693,0.00005651564,0.00003396147,0.003402241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.332496,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3444901860486355,"score_gpt":0.510110929181423,"score_spread":0.1656207431327875,"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."}}