{"id":"W3200373802","doi":"10.1515/cclm-2021-0994","title":"Theranos revisited: the trial and lessons learned","year":2021,"lang":"en","type":"letter","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Medical physics","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01373905,0.0006184748,0.001897093,0.00003082832,0.001154286,0.00004426585,0.0005518631,0.003805227,0.002472247],"category_scores_gemma":[0.03221228,0.0003985605,0.0001570787,0.000429932,0.001731509,0.0001299704,0.0003850117,0.01751599,0.00005727197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008643504,"about_ca_system_score_gemma":0.002274446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001016856,"about_ca_topic_score_gemma":0.00001463581,"domain_scores_codex":[0.9842965,0.009974863,0.002716429,0.0013798,0.0007812359,0.0008511737],"domain_scores_gemma":[0.9693632,0.02596673,0.001682317,0.001576358,0.0008637364,0.0005476552],"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":[0.001392125,0.00005970296,0.001282679,0.003864482,0.0001830263,0.0003047391,0.0006097867,9.250106e-9,0.0001027803,0.0000366416,0.9883221,0.003841899],"study_design_scores_gemma":[0.01292047,0.0002148312,0.0003914716,0.002233451,0.0003973736,0.000008323333,0.00223975,0.000002295053,0.00001339238,0.0002499443,0.9809401,0.0003886134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03279386,0.0182394,0.000006197985,0.9409007,0.002176108,0.001195768,0.0002387914,0.0001194357,0.004329712],"genre_scores_gemma":[0.002132172,0.02526981,0.00003202866,0.9106545,0.05120672,0.0002097237,0.000467156,0.0001079845,0.0099199],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04903061,"threshold_uncertainty_score":0.9998466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.732955907686264,"score_gpt":0.6174668025741581,"score_spread":0.1154891051121059,"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."}}