{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005443817,0.0001213142,0.0002836835,0.0001890056,0.0004064268,0.000311193,0.0001707953,0.0003410418,0.0001688636],"category_scores_gemma":[0.008436527,0.0001002901,0.00007243222,0.0007601258,0.0003064446,0.0001451139,0.0003760175,0.001587535,0.00002930722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247323,"about_ca_system_score_gemma":0.0006148505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001416755,"about_ca_topic_score_gemma":0.0004506625,"domain_scores_codex":[0.9968271,0.0003346923,0.0003227881,0.0005479323,0.001445626,0.0005218159],"domain_scores_gemma":[0.9959238,0.001553526,0.0001081977,0.0006048348,0.001517683,0.000291971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003807617,0.000777286,0.5783703,0.003266596,0.0001832737,0.0006027349,0.0008409137,2.824775e-7,0.05200542,0.2347127,0.02306606,0.1057936],"study_design_scores_gemma":[0.002107091,0.0005669426,0.7467218,0.002045745,0.00001820596,0.00008083319,0.004410367,0.0005415441,0.01560003,0.05334903,0.174242,0.0003163888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6148812,0.006277245,0.0003447284,0.372865,0.0001821268,0.0004597846,0.00001592092,0.00009722096,0.00487678],"genre_scores_gemma":[0.9693379,0.004874864,0.002642938,0.003829204,0.000379138,0.00001923692,0.00004734632,0.00002585293,0.01884355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3690358,"threshold_uncertainty_score":0.9999158,"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."}}