{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03463325,0.0004948666,0.0005813698,0.001738045,0.001201371,0.005602718,0.002645807,0.001284534,0.002803382],"category_scores_gemma":[0.1116198,0.0002910427,0.0006951334,0.003730028,0.002557837,0.005296209,0.00179125,0.001537978,0.0004853836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01063965,"about_ca_system_score_gemma":0.01599144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0685937,"about_ca_topic_score_gemma":0.0520139,"domain_scores_codex":[0.983334,0.008418986,0.000759614,0.001312432,0.004223398,0.001951542],"domain_scores_gemma":[0.9275697,0.03893701,0.0155975,0.006283266,0.009383442,0.002229154],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007181647,0.0003220256,0.4301775,0.0006541599,0.0003034431,0.0009095375,0.003194302,0.1118065,0.00183143,0.06389812,0.02541327,0.3607717],"study_design_scores_gemma":[0.0001669242,0.0006239946,0.2959313,0.001876281,0.0002904118,0.001674139,0.01459797,0.4341042,0.006578539,0.1470612,0.09679894,0.0002959952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.763222,0.002564118,0.1475699,0.0422217,0.0001844017,0.001192527,0.003168024,0.0008612514,0.03901602],"genre_scores_gemma":[0.9773999,0.0004551679,0.01983131,0.0006139106,0.00003933524,0.0001473329,0.0007714971,0.00004941684,0.000692101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9653667,"threshold_uncertainty_score":0.1831603,"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."}}