{"id":"W4389902555","doi":"10.20944/preprints202312.1256.v1","title":"International Biospecimen Sourcing Platform: A Key Player in Advancing Health Research and Drug Discovery","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Biobank; Business; Drug discovery; Quality (philosophy); Key (lock); Data science; Computer science; Bioinformatics; Computer security; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1045271,0.000566914,0.0007612569,0.001606153,0.003337941,0.01716951,0.001751295,0.005538179,0.01223256],"category_scores_gemma":[0.1049332,0.0005501062,0.0005692087,0.002249807,0.008864653,0.01190177,0.01460884,0.00985253,0.008773738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004281295,"about_ca_system_score_gemma":0.0281478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007915056,"about_ca_topic_score_gemma":0.0006917274,"domain_scores_codex":[0.9401492,0.03336127,0.003046938,0.003684189,0.01718454,0.002573906],"domain_scores_gemma":[0.8612941,0.05397478,0.01221466,0.03176625,0.02145127,0.01929901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002858438,0.0001742771,0.006795235,0.0009499252,0.00006682532,0.0005190971,0.005371287,0.0006642151,0.007148355,0.5380157,0.1933995,0.2466098],"study_design_scores_gemma":[0.00003715576,0.0001186009,0.002363255,0.0009242769,0.00002303199,0.0003917223,0.002149354,0.0007892899,0.004657062,0.1701138,0.8183765,0.00005594174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02035183,0.01457664,0.2643921,0.5180331,0.01461341,0.001618156,0.002328214,0.002157912,0.1619288],"genre_scores_gemma":[0.3049571,0.0270388,0.4400098,0.11361,0.02174539,0.003918054,0.005698001,0.003456124,0.07956664],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1045271,"threshold_uncertainty_score":0.5527989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7727399087309652,"score_gpt":0.6260444750661414,"score_spread":0.1466954336648238,"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."}}