{"id":"W2998729629","doi":"10.1089/bio.2019.0073","title":"Quality Matters: A Global Discussion in Qatar","year":2019,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Society of Canada; McGill University; Royal Victoria Hospital","funders":"","keywords":"Biobank; Context (archaeology); Globe; Political science; Health care; Public relations; Medicine; Engineering ethics; Geography; Engineering; Bioinformatics","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":[0.001888696,0.00007355705,0.0001694319,0.00005473068,0.00003178875,0.000038212,0.00009367374,0.000192624,0.0002689628],"category_scores_gemma":[0.001005167,0.00004584542,0.00003654244,0.0002428506,0.00006395106,0.0001273325,0.000161705,0.0003727194,0.00007675369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007857719,"about_ca_system_score_gemma":0.00006930903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004042055,"about_ca_topic_score_gemma":0.0003610145,"domain_scores_codex":[0.9986562,0.00006937856,0.0003152234,0.0002757534,0.0005039852,0.0001794975],"domain_scores_gemma":[0.9991577,0.0003467219,0.00005623675,0.000270456,0.00009317677,0.00007570938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001618885,0.00006199547,0.9788111,0.0002440017,0.00000570573,0.000004037903,0.00007959568,4.359026e-7,0.006183352,0.0101051,0.0002002466,0.004142532],"study_design_scores_gemma":[0.001078235,0.00008492201,0.9771367,0.0003606465,0.000003124723,0.000002803325,0.0001990826,0.0003460527,0.0002637559,0.01629223,0.004152544,0.00007988138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522961,0.00007055128,0.00006819123,0.04454082,0.00009219856,0.0002863787,0.00000661325,0.00002794431,0.002611195],"genre_scores_gemma":[0.9942533,0.0000905964,0.0008461621,0.003369191,0.00005374476,0.000005091353,0.00002450198,0.000005382615,0.001352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04195722,"threshold_uncertainty_score":0.2944954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3860215800696433,"score_gpt":0.5589082075929634,"score_spread":0.1728866275233201,"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."}}