{"id":"W4415105709","doi":"10.1177/19475535251388770","title":"Culling Decision Tools for Biobankers","year":2025,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome Canada","funders":"","keywords":"","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":[0.0328085,0.001477396,0.001460668,0.009816944,0.002593367,0.01401631,0.004266149,0.002830786,0.05662491],"category_scores_gemma":[0.1318009,0.001046925,0.001818457,0.003857457,0.001700857,0.01093089,0.007034118,0.003420322,0.01141855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482926,"about_ca_system_score_gemma":0.004678439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928501,"about_ca_topic_score_gemma":0.004345403,"domain_scores_codex":[0.9785968,0.01001409,0.003164144,0.001981756,0.005260713,0.0009825331],"domain_scores_gemma":[0.8529631,0.1038684,0.0074719,0.01766982,0.01480654,0.003220312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001030542,0.0004493576,0.008372032,0.0008303008,0.0001807541,0.000934125,0.003504396,0.01545074,0.002351793,0.1409995,0.1473785,0.6785181],"study_design_scores_gemma":[0.0003397444,0.0001903685,0.002959416,0.001767713,0.0002117482,0.00080934,0.003769976,0.2132569,0.01218411,0.363775,0.4004715,0.0002640962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0229084,0.0008403715,0.8793486,0.007826019,0.0007236825,0.001900265,0.005339621,0.03796966,0.0431432],"genre_scores_gemma":[0.1509122,0.0005621823,0.8170307,0.001240358,0.0002967498,0.0007438801,0.007416367,0.003605174,0.0181924],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05662491,"threshold_uncertainty_score":0.1894292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5493475081125393,"score_gpt":0.59199572346684,"score_spread":0.04264821535430074,"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."}}