{"id":"W2996708046","doi":"10.1089/bio.2019.0083","title":"Qatar Biobank Milestones in Building a Successful Biobank","year":2019,"lang":"en","type":"editorial","venue":"Biopreservation and Biobanking","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Biobank; Library science; Political science; Medicine; Bioinformatics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004902908,0.000427678,0.0006276399,0.0008713307,0.0001091951,0.0001586998,0.0002020045,0.001003118,0.0001819278],"category_scores_gemma":[0.0003331397,0.000398644,0.0001134124,0.0006133652,0.00009022731,0.0003624547,0.0000795571,0.0006955637,0.00006085498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812401,"about_ca_system_score_gemma":0.0003032139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007245879,"about_ca_topic_score_gemma":0.0002367841,"domain_scores_codex":[0.9972395,0.00007047434,0.0006944762,0.0007366028,0.0008734201,0.0003855307],"domain_scores_gemma":[0.9986079,0.000288674,0.0003109535,0.0003731328,0.0003061888,0.000113193],"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":[0.001692508,0.0006354682,0.2334514,0.007775445,0.0003612614,0.0002596999,0.001453355,0.00001359556,0.04393969,0.002539629,0.694453,0.01342487],"study_design_scores_gemma":[0.004661172,0.0002265642,0.06080444,0.002295649,0.0002353301,0.00002194805,0.000134096,0.0007546618,0.003147929,0.0001805434,0.9267756,0.0007621042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.4506435,0.003157277,0.0003428637,0.002622202,0.5393347,0.001771209,0.0004690391,0.0003539358,0.00130534],"genre_scores_gemma":[0.5035409,0.007735524,0.00296214,0.0008922772,0.4717587,0.0000982662,0.009104226,0.0002659397,0.003641938],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2323225,"threshold_uncertainty_score":0.9998465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220096668109871,"score_gpt":0.2935079971086823,"score_spread":0.2813070304275835,"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."}}