{"id":"W3007258543","doi":"10.1089/bio.2020.29064.sod","title":"The Experts Speak on Biobank Education","year":2020,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"World Health Organization","keywords":"Biobank; Library science; Agency (philosophy); Political science; Medicine; Medical education; Sociology; Social science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007017633,0.00008282925,0.00009953108,0.00003449318,0.0002506647,0.00009999867,0.0001356438,0.0001394669,0.00006622801],"category_scores_gemma":[0.004492517,0.00005151796,0.0000413511,0.0002056855,0.0001366358,0.00006359562,0.00009386179,0.000381585,0.00004767767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002896004,"about_ca_system_score_gemma":0.000196524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003544317,"about_ca_topic_score_gemma":0.00002284315,"domain_scores_codex":[0.9988061,0.00004444972,0.000229056,0.0002537472,0.0005062183,0.0001604604],"domain_scores_gemma":[0.9983602,0.0009575094,0.00005917424,0.0002417186,0.0002253631,0.0001560208],"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":[0.00147827,0.0004493105,0.1782085,0.0005017938,0.00009616933,0.00001411672,0.002156534,0.000001857144,0.06128289,0.3612036,0.05843662,0.3361703],"study_design_scores_gemma":[0.001372853,0.001145694,0.2006474,0.0005473919,0.00003484398,0.00001008595,0.001811901,0.002063284,0.01599785,0.02168394,0.7543775,0.0003072751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6957762,0.001003174,0.0001019584,0.2838685,0.0003338708,0.000482837,0.000002460842,0.00009450877,0.01833644],"genre_scores_gemma":[0.979902,0.001156862,0.000406627,0.01626384,0.0005817201,0.00001693137,0.00001459569,0.0000121773,0.001645309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6959409,"threshold_uncertainty_score":0.5378286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5791079044055323,"score_gpt":0.5495596190010952,"score_spread":0.0295482854044371,"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."}}