{"id":"W3204526853","doi":"10.1089/bio.2021.0063","title":"How Many Health Research Biobanks Are There?","year":2021,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome Canada","funders":"","keywords":"Biobank; Directory; Population; Business; Medicine; Environmental health; Biology; Bioinformatics; Computer science","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":[0.04559512,0.0005545288,0.0006623814,0.00777107,0.003351221,0.0143207,0.002482314,0.001684101,0.02500873],"category_scores_gemma":[0.1075093,0.0008301242,0.0005740807,0.02021702,0.003268394,0.01438738,0.004919645,0.001663772,0.007522573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005609537,"about_ca_system_score_gemma":0.01239723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008582044,"about_ca_topic_score_gemma":0.00714723,"domain_scores_codex":[0.9702518,0.01213342,0.004199874,0.004722962,0.006230648,0.002461359],"domain_scores_gemma":[0.7370451,0.1197946,0.07072591,0.01854192,0.03502727,0.01886513],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006335516,0.0001479314,0.4310268,0.003903144,0.000242355,0.0006150685,0.007975476,0.0007592645,0.001825014,0.06592322,0.1572452,0.3297032],"study_design_scores_gemma":[0.00008867055,0.0001147955,0.3369971,0.004865137,0.0002194126,0.001469681,0.02355323,0.0007903421,0.002473577,0.02787067,0.6013746,0.0001828469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4893882,0.05900581,0.05307718,0.1652916,0.002876309,0.001400236,0.06651998,0.004123961,0.1583167],"genre_scores_gemma":[0.8416176,0.01886454,0.07752552,0.0146287,0.00171998,0.001423541,0.03085468,0.0009811651,0.01238422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9544049,"threshold_uncertainty_score":0.241133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7938304245383554,"score_gpt":0.602354623848569,"score_spread":0.1914758006897864,"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."}}